Information Technology & Media Arts   

Embark on a transformative journey to become a skilled android developer with the Android Developer Career Academy. This comprehensive program is designed to guide you from the basics of mobile development all the way to building sophisticated, production-ready Android applications. Whether you are a beginner or have some programming experience, this course offers step-by-step instructions, hands-on exercises, and real-world projects that will equip you with the necessary skills to succeed in the Android development industry.

Throughout this academy, you will explore core Android concepts such as UI/UX design, Android architecture, APIs, databases, and app testing. You'll gain proficiency in Java and Kotlin, the primary programming languages for Android, while learning how to leverage the Android Studio IDE. By the end of this course, you'll have the confidence to create fully functional, feature-rich Android applications and deploy them to the Google Play Store.The Andriod Developer Career Academy includes the Meta Andriod Developer Professional Certificate and 2 Guided Projects:

• Manage Your Version with Git (Part I)
• Manager Your Version with Git (Part II)

The course combines video lectures, interactive labs, and real-world projects to ensure you not only learn but apply your knowledge effectively. With guided assessments and feedback, you will build a robust portfolio that showcases your skills to potential employers.

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Have you ever wanted to build your own mobile app? This certificate will teach you the top Android programming languages and frameworks used for building apps like Facebook and Instagram, and how to create your own Android application.

In this program, you’ll learn:

• Essential Android programming concepts and the tools needed to develop applications
• How to use the Kotlin Playground
• Create user interfaces (UI) for mobile apps using Android Studio
• Manage the lifecycle and data collections of mobile applications
• Work with web technologies and persistent data on Android applications
• Describe best practices for designing the UI and experience for mobile applications
• Create cross-platform applications using React Native
• Prepare for technical interviews for Android developer roles

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Welcome to the Application Developer Career Academy,  your comprehensive gateway to learning application development and launching a successful career in this dynamic field. This course is designed for aspiring app developers, IT professionals looking to upskill, and anyone interested in understanding the intricacies of mobile and web applications.

Throughout this program, you will gain hands-on experience with the fundamental concepts and technologies that drive modern app development. From foundational knowledge to advanced techniques, the Application Developer Career Academy includes the IBM Full Stack Software Developer Professional Certificate and 5 Guided Projects:

• Implementing Microsoft Azure Backup
• HTML and CSS: Building a Single-Page Website
• Introduction to JavaScript
• Introduction to HTML
• Linux: File Managment for Devops

The course combines video lectures, interactive labs, and real-world projects to ensure you not only learn but apply your knowledge effectively. With guided assessments and feedback, you will build a robust portfolio that showcases your skills to potential employers.

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Prepare for a career in the high-growth field of software development. In this program, you’ll learn in-demand skills and tools for front-end, back-end, and cloud native application development to get job-ready in less than 4 months.

Full stack refers to the end-to-end computer system application, including the front end and back end coding. Cloud native development refers to developing a program designed to work on cloud architecture. The flexibility and adaptability that full stack and cloud native developers provide make them highly sought after in this digital world. You'll also have the option to learn how generative AI tools and techniques are used in software development.

You’ll learn how to build, deploy, test, run, and manage full stack cloud native applications. Technologies covered includes Cloud foundations, GitHub, Node.js, React, CI/CD, Containers, Docker, Kubernetes, OpenShift, Istio, Databases, NoSQL, Django ORM, Bootstrap, Application Security, Microservices, Serverless computing, and more.

After completing the program you will have developed several applications using front-end and back-end technologies and deployed them on a cloud platform using Cloud Native methodologies. You will publish these projects through your GitHub repository to share your portfolio with your peers and prospective employers.

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Welcome to the Back-End Developer Career Academy, your comprehensive guide to mastering back-end development and launching a rewarding career in this vital field. This course is designed for aspiring back-end developers, IT professionals looking to expand their expertise, and anyone interested in the behind-the-scenes mechanics of web and mobile applications.

Throughout this program, you’ll gain hands-on experience with the essential concepts and technologies that drive robust server-side development, empowering you to build the backbone of modern digital solutions.From foundational knowledge to advanced techniques, the Back-End Developer Career Academy includes the IBM Back-End Developer Professional Certificate, Meta Back-End Developer Certificate and 11 Guided Projects:

• Manage Your Versions with Git (Part 1)
• Manager Your Versions with Git (Part 2)
• Manage Data for an Online Grocer Using MySQL Workbench
• Create a Database with the Modeling Tool in MySQL Workbench
• API Testing Using Rest Assured Test Automation Tool
• Build an Expense Tracker App in Django
• Storing, Retrieving, and Processing JSON data with Python
• Build a CRUD Node.js and MongoDB employee management web-app
• Using MySQL Database with PHP
• Build a user login system for Django Website
• Create Your First Python Program from UST

 

The course combines video lectures, interactive labs, and real-world projects to ensure you not only learn but apply your knowledge effectively. With guided assessments and feedback, you will build a robust portfolio that showcases your skills to potential employers.

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Prepare for a career in the high-growth field of software development. In this program, you’ll develop the skills, tools, and portfolio to have a competitive edge in the job market as an entry level back-end developer in as little as 6 months.

Back-end developers are the experts who build and maintain the mechanisms that process data and perform actions behind websites, and the demand for these professionals has never been greater.

You’ll learn the latest tools and technologies used by professional back-end developers, including Linux scripting, Git and GitHub, Python, SQL, Databases, Django, Containers with Docker, Kubernetes, and OpenShift, Microservices, Serverless, as well as Application Security, and Monitoring. You will practice working hands-on with these technologies to build the type of server-side systems and services that power modern web and mobile applications.

Upon completing the full program, you will have built a portfolio of projects to provide you with the confidence to excel in your interviews and you’ll receive a Professional Certificate from IBM to showcase your proficiency to potential employers.

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Ready to gain new skills and the tools developers use to create websites and web applications? This certificate, designed by the software engineering experts at Meta—the creators of Facebook and Instagram, will prepare you for an entry-level career as a back-end developer.

In this program, you’ll learn:

Python Syntax—the most popular choice for machine learning, data science and artificial intelligence.
In-demand programming skills and how to confidently use code to solve problems.
Linux commands and Git repositories to implement version control.
The world of data storage and databases using MySQL, and how to craft sophisticated SQL queries.
Django web framework and how the front-end consumes data from the REST APIs.
How to prepare for technical interviews for back-end developer roles.

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Prepare for a career in the high-growth field of backend development. In this program, you’ll develop skills needed for an entry-level, backend JavaScript developer in as little as 4 months. No prior degree or software engineering experience is required.

Industries have ever-increasing needs for talented backend developers who can use JavaScript to write server-side applications. These modular applications connect to front-end interfaces and enable communication with databases, networking technologies, and more to power the user experience.

When you complete this program, you’ll develop expertise with the range of back-end developer tools that make them highly sought after in our web-centric world. Get hands-on experience with server-side systems that power modern web and mobile applications to get hands-on experiences with these technologies.

Technologies covered include HTML, CSS, JavaScript, Node.js, Express, Git and GitHub, SQL and NoSQL databases, containers with Docker, Kubernetes, Microservices, and Serverless. Upon completing the full program, you will have built a portfolio of projects to provide you with the confidence to excel in your interviews. You’ll receive a Professional Certificate and badge from IBM to showcase your proficiency to potential employers.

In the final course, you will learn inside tips and steps to perform professionally and effectively at interviews and unlock exclusive access to career support resources to help you in your job search.

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Welcome to the Cybersecurity Professional Career Academy. This comprehensive program is designed to equip aspiring cybersecurity professionals with the essential skills and knowledge needed to succeed in the fast-evolving field of cybersecurity. Through this hands-on curriculum, you’ll learn how to protect organizations from cyber threats, secure sensitive data, and implement robust security strategies that safeguard digital infrastructure and support business resilience.

Throughout this program, you’ll gain expertise in key cybersecurity concepts such as threat detection, incident response, and risk management. You’ll learn how to effectively secure networks, applications, and large datasets, using industry-standard tools like firewalls, SIEM platforms (e.g., Splunk, CrowdStrike), and encryption software. You’ll also explore best practices for penetration testing, vulnerability assessment, and compliance with regulations like GDPR and HIPAA, while developing skills in leading security initiatives and managing incident response teams. The Cybersecurity Professional Career Academy includes 5 different Professional Certificates from IBM, Google, and Microsoft as well as 4 Guided Projects to help master new techniques and programs:

• Using mySQL Database with PHP
• Getting Started wiht Linux Terminal
• Configure and Test Basic Network Connectivity
• Encryption and Decryption using C++

The course combines video lectures, interactive labs, and real-world projects to ensure you not only learn but apply your knowledge effectively. With guided assessments and feedback, you will build a robust portfolio that showcases your skills to potential employers.

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The global demand for cybersecurity professionals is set to surge by 6 million (Cybercrime Magazine). This IBM Professional Certificate gives you the essential skills you need to get your first job as a cybersecurity analyst.

What do cybersecurity analysts do? Cybersecurity analysts protect an organization's systems and networks by monitoring for security breaches, analyzing threats, and implementing defensive measures to prevent cyberattacks.

During this program, you’ll explore cybersecurity essentials, tools, and technologies, and learn about cyberattacks, operating systems, and networking fundamentals. You’ll dive into database fundamentals and vulnerabilities, cybersecurity architecture, compliance frameworks, standards, and regulations. You’ll explore using gen AI for cybersecurity. Plus, you’ll discover tools and strategies for job search, resume building, and interview preparation to kickstart your career.

You’ll gain valuable hands-on experience in penetration testing, incident response, forensics, and threat intelligence. Plus, you’ll work on real-world projects developing cybersecurity plans and compliance frameworks, giving you great practical work to talk about in interviews.

Once you’ve successfully completed this program, you’ll have an IBM Professional Certificate and digital badge showcasing skills you can add to your resume. Enroll today and prepare to launch your cybersecurity career in less than 6 months!

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Prepare for a new career in the high-growth field of cybersecurity, no degree or experience required. Get professional training designed and delivered by subject matter experts at Google and have the opportunity to connect with top employers.

Organizations must continuously protect themselves and the people they serve from cyber-related threats, like fraud and phishing. They rely on cybersecurity to maintain the confidentiality, integrity, and availability of their internal systems and information. Cybersecurity analysts use a collection of methods and technologies to safeguard against threats and unauthorized access — and to create and implement solutions should a threat get through.

During the 8 courses in this certificate program, you’ll learn from cybersecurity experts at Google and gain in-demand skills that prepare you for entry-level roles like cybersecurity analyst, security operations center (SOC) analyst, and more. At under 10 hours per week, you can complete the certificate in less than 6 months.

The Google Cybersecurity Certificate helps prepare you for the CompTIA Security+ exam, the industry leading certification for cybersecurity roles. You’ll earn a dual credential when you complete both.

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Organizations rely on cybersecurity experts to protect themselves from threats, but nearly 60% report security talent shortages. Prepare for a new career in this high-demand field with professional training from Microsoft — an industry-recognized leader in cybersecurity. You'll also have the option to learn how generative AI tools and techniques are used in cybersecurity analysis.

The role of a cybersecurity analyst includes monitoring networks for vulnerabilities or potential threats, mitigating attacks on the network infrastructures, and implementing strategies for data protection. With 95% of fortune 500 companies using Azure, it’s critical for cybersecurity professionals to learn to protect data within an Azure environment.

Through a mix of videos, assessments, and hands-on activities, you’ll learn, apply, and discuss threat mitigation strategies from an enterprise perspective, apply effective cybersecurity policy measures within an Azure environment, & practice on tools like MS defender, Azure Active Directory & more.

When you graduate, you’ll have tangible examples to talk about in job interviews and you’ll also be prepared to take the Microsoft SC-900 Certification Exam.

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Imagine yourself as a digital guardian, a cyber sentinel at the frontlines of Google Cloud security, safeguarding valuable assets from the world of cybercrime. This certificate program is your training ground, a thrilling mix of expert-led courses and immersive Google Cloud challenges through interactive labs. You'll analyze threats, build defenses, and complete a final mission that'll impress future employers.

Get hands-on with Google Cloud tools like Cloud Shell, Cloud Storage, and Security Command Center, tackling real-world cybersecurity problems head-on. All content is crafted by seasoned Google experts in cloud and cybersecurity tech.

Beyond training and labs, you'll complete a capstone project and create work examples to showcase your new skills. This certificate builds on your existing foundational knowledge of cybersecurity fundamentals (no degree needed), and we've even got you covered with optional refreshers on network security, threat analysis, SQL, and incident detection, as well the importance of integrating AI into your path forward.

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Getting ISC2 Certified in Cybersecurity (CC) is the ideal way to start your cybersecurity career. This program gives you the knowledge you need to pass the CC certification exam and get your first job. No previous experience is required, and it proves to employers you have the fundamental cybersecurity skills they’re looking for.

Cybersecurity specialists help protect the security of an organization’s infrastructure, network, applications, and data. During this program, you’ll look at IT essentials, including hardware, operating systems, and software. You’ll learn how networks operate, troubleshoot connectivity issues, and secure data storage systems. Plus, you’ll explore cloud computing.

You’ll then dive into cybersecurity, learning to protect against threats like phishing and hacking, and explore security principles, incident response, and disaster recovery planning. You’ll gain practical experience with access controls, network security, and breach response. And you’ll complete a capstone project analyzing a real-world cybersecurity breach; great experience for interviews!

Once you’ve completed the program, you’ll be fully prepared for the ISC2 Certified in Cybersecurity exam. PLUS, you’ll have a professional certificate and digital credential from IBM!

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Welcome to the Data Analyst Career Academy. This comprehensive program is designed to equip aspiring analysts with the essential skills and knowledge needed to succeed in the rapidly evolving field of data analytics. Through this curriculum, you'll learn how to transform raw data into actionable insights, drive strategic decision-making, and improve business performance.

Throughout this program, you'll learn a wide array of data cleaning techniques, including data visualization, SQL querying, Excel analysis, and the fundamentals of data-driven decision-making. You’ll gain proficiency in popular BI platforms like Tableau, Power BI, and Google Analytics, as well as develop a deep understanding of data modeling, data analysis, and reporting.The Data Analyst Career Academy includes the Google Data Analytics Professional Certificate, the IBM Data analytics with Excel and R Professional Certificate, IBM Data Analyst Professional Certificate, the Meta Data Analyst Professional Certificate and the Google Cloud Data Analytics Professional Certificate. You will have 16 Guided Projects to help master new techniques and programs:

• Getting Started with Rstudio
• Joining Data in R using dplyr
• Interactive Statisitical Data Visualization 101
• Tidy Messy Data using tidyr in R
• Simulation of Covid-19 Testing Process Using R Simmer
• Forecast bikeshare demand using time sheries models in R
• Advanced Relational Database and SQL
• Exploratory vs Confirmatory data analysis using Python
• Analyze Data in a Model Care Database with MySQL Workbench
• Overview of Data Visualization
• Predictive Analytics for Business with H20 in R
• Transforming Data in R
• Build and Deploy a stroke prediction model using R
• Scrape and analyze data analyst job requirements with Python
• Excel for Beginners: Introduction to Spreadsheets
• Clean and analyze social media usage data with Python

The course combines video lectures, interactive labs, and real-world projects to ensure you not only learn but apply your knowledge effectively. With guided assessments and feedback, you will build a robust portfolio that showcases your skills to potential employers.

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Prepare for a new career in the high-growth field of data analytics, no experience or degree required. Get professional training designed by Google and have the opportunity to connect with top employers. There are over 251,000 open jobs in data analytics with a median entry-level salary of $95,000 in the U.S.¹

Data analytics is the collection, transformation, and organization of data in order to draw conclusions, make predictions, and drive informed decision making.

Over 8 courses, gain in-demand skills that prepare you for an entry-level job. You’ll learn from Google employees whose foundations in data analytics served as launchpads for their own careers. At under 10 hours per week, you can complete the certificate in less than 6 months.

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Prepare for a career in the high-growth field of data analytics. In this program, you’ll learn in-demand skills like Python, Excel, and SQL to get job-ready in as little as 4 months.

Data analysis is the process of collecting, storing, modeling, and analyzing data that can inform executive decision-making, and the demand for skilled data analysts has never been greater.

This program will teach you the foundational data skills employers are seeking for entry-level data analytics roles. It will not only help you start your career in data analytics, but also provides a strong foundation for future career development in other paths such as data science, artificial intelligence, deep learning, or data engineering.

You’ll learn the latest skills and tools used by professional data analysts including Excel spreadsheets, Python, Pandas, Numpy, Jupyter Notebooks, Cognos Analytics, and more. You’ll work with a variety of data sources and project scenarios to gain practical experience with data manipulation and applying analytical skills. You'll also have the option to learn how generative AI tools and techniques are used in data analysis.

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Prepare for the in-demand field of data analytics. In this program, you’ll learn high valued skills like Excel, Cognos Analytics, and R programming language to get job-ready in less than 3 months.

Data analytics is a strategy-based science where data is analyzed to find trends, answer questions, shape business processes, and aid decision-making. This Professional Certificate focuses on data analysis using Microsoft Excel and R programming language. If you’re interested in using Python, please explore the IBM Data Analyst PC.

This program will teach you the foundational data skills employers are seeking for entry level data analytics roles and will provide a portfolio of projects and a Professional Certificate from IBM to showcase your expertise to potential employers.

You’ll learn the latest skills and tools used by professional data analysts and upon successful completion of this program, you will be able to work with Excel spreadsheets, Jupyter Notebooks, and R Studio to analyze data and create visualizations. You will also use the R programming language to complete the entire data analysis process, including data preparation, statistical analysis, data visualization, predictive modeling and creating interactive dashboards. Lastly, you’ll learn how to communicate your data findings and prepare a summary report.

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Prepare for a career in the high-growth field of data analytics. In this program, you’ll build in-demand technical skills like Python, Statistics, and SQL in spreadsheets to get job-ready in 5 months or less, no prior experience needed. You'll also have the option to learn how generative AI tools and techniques are used in data analytics.

Data analysis involves collecting, processing, and analyzing data to extract insights that can inform decision-making and strategy across an organization.

In this program, you’ll learn basic data analysis principles, how data informs decisions, and how to apply the OSEMN framework to approach common analytics questions. You’ll also learn how to use essential tools like SQL, Python, and Tableau to collect, connect, visualize, and analyze relevant data.

You’ll learn how to apply common statistical methods to writing hypotheses through project scenarios to gain practical experience with designing experiments and analyzing results.

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Become a data-driven powerhouse with Google Cloud! As a Cloud Data Analyst, you'll unlock insights hidden within vast datasets, transforming raw numbers into impactful stories that shape business strategies across the globe. This certificate program is your launchpad – a carefully curated mix of expert instruction and real-world challenges. You'll build a portfolio of impressive projects, showcasing to employers that you can analyze, visualize, and communicate data.

In this certificate program you’ll immerse yourself in the fundamentals of cloud data analytics. You’ll progressively build your working knowledge of how to structure, store, access, and visualize data using various Cloud tools and integration, such as Cloud Storage, BigQuery, Looker and Dataproc. The program will also touch on how AI is revolutionizing data analytics, from automating repetitive tasks to uncovering hidden insights.

No prior experience or degree is required to get started. This is where your journey begins – get ready to wield the tools and strategies that turn data into decisive action.

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Welcome to the Data Manager Career Academy. This comprehensive program is designed to equip aspiring data managers with the essential skills and knowledge needed to succeed in the dynamic and growing field of data management. Through this hands-on curriculum, you’ll learn how to oversee data operations, ensure data quality, and develop data governance strategies that support data-driven decision-making across organizations.

Throughout this program, you’ll gain expertise in key data management concepts such as data integration, data warehousing, and data security. You’ll learn how to effectively manage large datasets, implement data management frameworks, and use industry-standard tools like SQL, cloud platforms, and data modeling software. You’ll also explore best practices for data governance, privacy, and compliance, while developing skills in leading teams and managing data infrastructure.The Data Manager Career Academy includes the IBM Data Management Professional Certificate and 6 Guided Projects to help master new techniques and programs:

• Database Creation and Modeling using MySQL Workbench
• Aggregate Data in SQL using MySQL Workbench
• Introduction to Data Analysis using Microsoft Excel
• Data Visualization in Tableau: Create Dashboards and Stories
• Data Management with Databricks: Big Data with Delta Lakes
• Data Cleaning in Snowflake: Techniques to Clean Messy Data

The course combines video lectures, interactive labs, and real-world projects to ensure you not only learn but apply your knowledge effectively. With guided assessments and feedback, you will build a robust portfolio that showcases your skills to potential employers.

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Data management is projected to grow 140% by 2030 (IoT Analytics) and is a critical factor for an organization’s competitive edge. Now, more than ever, businesses need skilled data professionals to handle their data effectively.

This IBM Data Manager Professional Certificate equips you with the vital skills and hands-on experience employers seek to competently handle data collection, organization, and protection with accuracy, security, and accessibility while enabling teams to analyze it for decision-making, compliance, and operations.

You’ll gain job-ready skills through hands-on experience using industry-standard tools, including Excel spreadsheets, business intelligence (BI) tools like Tableau, and dashboard design tools such as IBM Cognos. You’ll work with databases including MySQL, PostgreSQL, and MongoDB. Plus, you’ll compare data architectures such as data warehouses, data marts, and data lakes.

You’ll explore core data concepts like relational database management systems (RDBMS) design, integration processes, migration strategies, security protocols, storage, SQL queries, administration, ETL and data pipelines, analysis, and cloud environments.

If you want to launch your data management career quickly, this IBM Professional Certificate gives you the sought-after skills and experience you need to talk about in interviews.

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Welcome to the Data Scientist Career Academy. This comprehensive program is designed to equip aspiring data scientists with the essential skills and knowledge needed to succeed in the rapidly evolving field of data science. Through this hands-on curriculum, you’ll learn how to transform raw data into actionable insights, build predictive models, and make data-driven decisions that drive business impact.

Throughout this program, you’ll gain proficiency in essential data science tools and technologies, including Python, R, SQL, and machine learning algorithms. You’ll dive into data wrangling, statistical analysis, data visualization, and data-driven storytelling. You’ll also explore key concepts in data modeling, model evaluation, and deploying machine learning models at scale. The Data Scientist Career Academy includes the IBM Data Science Professional Certificate, the Fractal Data Science Professional Certificate as well as have 7 Guided Projects to help master new techniques and programs:

• Transforming Data in R
• Exploratory vs Confirmatory data analysis using Python
• Simple Linear Regression for the Absolute Beginner
• Mining Quality Prediction Using Machine and Deep Learning
• Master Data Analysis with Pandas
• Getting Started with Rstudio
• Importing Data into R

The course combines video lectures, interactive labs, and real-world projects to ensure you not only learn but apply your knowledge effectively. With guided assessments and feedback, you will build a robust portfolio that showcases your skills to potential employers.

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Prepare for a career in the high-growth field of data science. In this program, you’ll develop the skills, tools, and portfolio to have a competitive edge in the job market as an entry-level data scientist in as little as 4 months. No prior knowledge of computer science or programming languages is required.

Data science involves gathering, cleaning, organizing, and analyzing data with the goal of extracting helpful insights and predicting expected outcomes. The demand for skilled data scientists who can use data to tell compelling stories to inform business decisions has never been greater.

You’ll learn in-demand skills used by professional data scientists including databases, data visualization, statistical analysis, predictive modeling, machine learning algorithms, and data mining. You’ll also work with the latest languages, tools,and libraries including Python, SQL, Jupyter notebooks, Github, Rstudio, Pandas, Numpy, ScikitLearn, Matplotlib, and more.

Upon completing the full program, you will have built a portfolio of data science projects to provide you with the confidence to excel in your interviews. 

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Prepare for a new career in this high-demand field with a Professional Certificate from Fractal Analytics. Whether you're a recent graduate seeking a rewarding career shift or a professional aiming to upskill, this program will equip you with the essential skills demanded by the industry.

This curriculum is designed with a problem-solving approach at the center to equip and enable you with the skills, required to solve data science problems, instead of just focusing on the tools and applications.

Through hands-on courses you'll master Python programming, harness the power of machine learning, cultivate expertise in data manipulation, and build understanding of cognitive factors affecting decisions. You will also learn the direct application of tools like SQL, PowerBI, and Python to real-world scenarios.

Upon completion, you will earn a Professional Certificate, which will help to make your profile standout in your career journey.

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Welcome to the Data Warehouse Developer Career Academy, your comprehensive gateway to learning data warehouse engineering and launching a successful career in this dynamic field. This course is designed for aspiring data engineers, and data analysts looking to upskill, and anyone interested in understanding the intricacies of SQL, Relational Database Management Systems (RDBMS) and basic Shell scripting.

Throughout this program, you will gain hands-on experience with the fundamental concepts and technologies that drive modern networking. From foundational knowledge to advanced techniques, the Data Warehouse Developer Career Academy includes the IBM Data Warehouse Engineer Professional Certificate and 6 Guided Projects:

• Shell Scripting with Bash: Basics
• Advanced Relational Database and SQL
• Create a Database with the Modeling Toolin MySQL Workbench
• Linux: Introduction to Shell Scripting for DevOps
• Creating Azure Serverless Functions in a Real-World Scenario
• Using MySQL Database with PHP

The course combines video lectures, interactive labs, and real-world projects to ensure you not only learn but apply your knowledge effectively. With guided assessments and feedback, you will build a robust portfolio that showcases your skills to potential employers.

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This Professional Certificate is intended to help you develop the job-ready skills and portfolio for an entry-level Business Intelligence (BI) or Data Warehousing Engineering position. Throughout the online courses in this program, you will immerse yourself in the in-demand role of a Data Warehouse Engineer and acquire the essential skills you need to work with a range of tools and databases to design, deploy, operationalize and manage Enterprise Data Warehouses (EDW).

By the end of this Professional Certificate, you will be able to perform the key tasks required in a data warehouse engineering role. You will work with Relational Database Management Systems (RDBMS) and query data using SQL statements.

You will use Linux/UNIX shell scripts to automate repetitive tasks, and build data pipelines with tools like Apache Airflow and Kafka to Extract, Transform and Load (ETL) data. You will gain experience with managing databases and data warehouses.

Finally, you will design and populate data warehouse systems and utilize Business Intelligence tools to analyze and extract insights using reports and dashboards.

This program is suitable for anyone with a passion for learning and is suitable for you whether you have a college degree or not and does not require any prior data engineering, or programming experience.

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Welcome to the Front-End Developer Career Academy, your all-in-one resource for mastering front-end development and kickstarting a thriving career in this exciting field. This course is crafted for aspiring front-end developers, IT professionals eager to enhance their skills, and anyone curious about the art and science behind creating engaging web and mobile interfaces.

Throughout this program, you’ll dive into practical, hands-on projects, exploring the core concepts and cutting-edge technologies that power today’s front-end development landscape. From foundational knowledge to advanced techniques, the Front-End Developer Career Academy includes the IBM Front-End Developer Professional Certificate, Meta Front-End Developer Certificate and 13 Guided Projects:

• Design and Develop a Website using Figma and CSS
• Create a Mockup in Figma
• Style Tables with CSS
• Build Your Portfolio Website with HTML and CSS
• Style Images with CSS
• Build Your First React Website
• Build Your First React Website Part II
• Learn about JSON with JavaScript
• Create a Responsive Seat Selector UI in HTML, CSS, and JS
• Validate HTML Forms with JavaScript and HTML
• Build a Portfolio Website with HTML, CSS, and JavaScript
• Build a Website using an API with HTML, JavaScript, and JSON

 

The course combines video lectures, interactive labs, and real-world projects to ensure you not only learn but apply your knowledge effectively. With guided assessments and feedback, you will build a robust portfolio that showcases your skills to potential employers.

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Prepare for a career in the lucrative field of software engineering. In this program, you’ll learn in-demand skills like UI/UX design, programming, and web development to get job-ready for an entry level role in front-End Development in less than 4 months. No prior experience needed to get started.

The role of a front-end developer is to build and optimize the user experience of a website or application They focus on creating the interactive and visual elements of a website, the physical layout of each page, and enhancing the site experience.

This program will help you plan, build, deploy, and test web designs and applications. You’ll create applications using automated build tools, and will learn the latest skills and tools used by professional front-end developers including UI/UX design, web development, and highly sought after programming languages, libraries and frameworks such as HTML, CSS, JavaScript, React and Bootstrap. You’ll also learn to manage your project source code using GitHub repositories, interface with external and back-end services like databases, and become familiar with DevOps and Agile practices and methodologies like CI/CD and Scrum.

When you complete the program, you’ll have a portfolio of projects and a Professional Certificate from IBM to showcase your expertise. You’ll also earn an IBM digital badge and will gain exclusive access to career resources to help you in your job search, including mock interviews and resume support.

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Want to get started in the world of coding and build websites as a career? This certificate, designed by the software engineering experts at Meta—the creators of Facebook and Instagram, will prepare you for a career as a front-end developer.

In this program, you’ll learn:

• How to code and build interactive web pages using HTML5, CSS and JavaScript.
• In-demand design skills to create professional page layouts using industry-standard tools such as Bootstrap, React, and Figma.
• GitHub repositories for version control, content management system (CMS) and how to edit images using Figma.
• How to prepare for technical interviews for front-end developer roles.

By the end, you’ll put your new skills to work by completing a real-world project where you’ll create your own front-end web application. 

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Embark on a transformative journey to become a skilled full-stack developer with the Full-Stack Developer Career Academy. This comprehensive program is designed to equip you with the essential knowledge and hands-on experience to build, manage, and scale web applications. Whether you're a beginner or looking to enhance your coding expertise, this course will teach you the fundamentals of both front-end and back-end development.

Throughout the program, you'll work on real-world projects, gaining experience in everything from building interactive user interfaces to deploying web applications in production environments. By the end of this course, you’ll have a portfolio of projects to showcase your skills to potential employers and the confidence to tackle complex development challenges. The Full Stack Developer Career Academy includes the IBM Full Stack JavaScript Developer Professional Certificate and 4 Guided Projects:

• HTML and CSS: Building a Single-Page Website
• Introduction to JavaScript
• Introduction to HTML
• Linux: File Managment for Devops

The course combines video lectures, interactive labs, and real-world projects to ensure you not only learn but apply your knowledge effectively. With guided assessments and feedback, you will build a robust portfolio that showcases your skills to potential employers.

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Prepare for a career in the high-growth field of full-stack development. In this program, you’ll learn skills like React, JavaScript, and Node to get job-ready in less than 4 months, with no prior experience needed to get started.

A full-stack JavaScript developer is responsible for both the front-end (client-side) and back-end (server side) development of web applications.

In this program, you’ll learn to build, deploy, test, run, and manage cloud-native full-stack applications. Technologies covered include HTML, CSS, GitHub, JavaScript, Node.js, Express, React, DevOps, Containers, Docker, Kubernetes, NoSQL databases, Microservices, Serverless computing, and more.

You’ll also develop several applications using front-end and back-end technologies and deploy them using cloud-native methodologies. In the final course, you learn inside tips and steps to perform effectively at interviews and unlock exclusive access to career support resources to help you in your job search.

Upon completing the full program, you will have a portfolio of projects that will not only boost your confidence but also prepare you to excel in interviews. Additionally, you will be awarded a Professional Certificate and a badge from IBM, serving as tangible proof of your skills and proficiency to potential employers.

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Welcome to the IT Project Manager Career Academy,  your comprehensive gateway to learning about project management in the field of Information Technology. This course is designed for aspiring project managers, IT professionals looking to upskill, and anyone interested in understanding the intricacies of project management in IT.

Throughout this program, you will gain hands-on experience with the fundamental concepts and technologies that drive modern project management. From foundational knowledge to advanced techniques, the IT Project Manager Career Academy includes the IBM IT Project Manager Professional Certificate and 9 Guided Projects:

• Create and Manage a Project Dashboard with Wrike
• Change Leaderships: Strategic Route Analysis with Miro
• How to use the IFE-EFE Matrix for Strategic Analysis
• Create a Custom Workflow with Wrike
• Automate Tasks and Processes with Jira
• Agile Projects: Creating User Stories with Value in Taiga
• How to create a Jira SCRUM project
• Change Leadership: Developing a Strategic Gap Analysis with Miro
• How to use Roadmaps in Jira

The course combines video lectures, interactive labs, and real-world projects to ensure you not only learn but apply your knowledge effectively. With guided assessments and feedback, you will build a robust portfolio that showcases your skills to potential employers.

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Prepare for a career in the high-growth field of IT project management. In this program, you’ll develop the skills and tools to have a competitive edge in the job market as an entry-level IT project manager in less than 3 months. No prior knowledge or experience is required.

IT project managers track projects, manage risks, and work cross-functionally to support an organization’s IT infrastructure and software development. IT project managers often act as a liaison between the business and technical functions to drive high-impact projects to a successful completion.

You’ll learn in-demand skills used by professional IT project managers including planning and managing projects, effective communication and leadership methods, agile methodologies, and gain a deep understanding of the concepts, tools, and language of project management. Alongside these crucial skills, you’ll receive foundational technical training in hardware, operating systems, software, cybersecurity, and cloud computing. In addition, you will be trained in software engineering fundamentals, Software Development Lifecycle (SDLC), software development tools, technologies, and stacks to set you up for success as an IT project manager.

Upon completing the full program, you’ll gain access to career support resources to help you in your job search and you’ll earn a Professional Certificate from IBM to showcase your proficiency to potential employers.

Welcome to the IT Support Specialist Career Academy. This comprehensive program is designed to equip aspiring IT professionals with the essential skills and knowledge needed to succeed in the dynamic field of information technology. Through this curriculum, you'll learn how to troubleshoot technical issues, manage IT systems, and provide exceptional user support to drive organizational efficiency.

Throughout this program, you'll master a wide range of IT support techniques, including hardware and software troubleshooting, network configuration, cybersecurity basics, and customer service fundamentals. You’ll gain proficiency in tools and platforms like Windows, Linux, Active Directory, and ticketing systems such as ServiceNow and Zendesk, while developing an understanding of system administration, network protocols, and IT service management. The IT Support Specialist Career Academy includes IT Support Professional Certificates from Google, IBM, Microsoft, and Dell Technologies as well as 5 guided projects:

• Create IT Diagrams with Lucidchart
• Linux: I/P Redirection for DevOps
• Files and directories in the LInux File System
• Linux: Introduction to Shell Scripting for DevOps
• Advanced Command in Linux

The course combines video lectures, interactive labs, and real-world projects to ensure you not only learn but apply your knowledge effectively. With guided assessments and feedback, you will build a robust portfolio that showcases your skills to potential employers.

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Prepare for a career in the high-growth field of IT, no experience or degree required. Get professional training designed by Google and get on the fast-track to a competitively paid job. There are over 295,000 open jobs in IT support with a median entry-level salary of $65,000 in the U.S.

75% of certificate graduates report a positive career outcome (e.g., new job, promotion, or raise) within six months of completion.

This program also prepares you for the CompTIA A+ exams, the industry standard certification for IT—you’ll earn a dual credential when you complete both.

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Prepare for an in-demand career in Information Technology (IT). In this program, you’ll develop a strong foundation in IT fundamentals, networking, cybersecurity, and cloud computing to get job-ready in as little as 3 months, with no prior experience or degree needed to get started.

Almost every organization, business, or individual relies on technology. A career in IT Support is about providing technological assistance to better optimize organizational efficiency. This can include troubleshooting, setting up computers, setting up network & wifi, along with providing excellent customer service.

You’ll learn the latest skills and tools used by IT support professionals including hardware and software setup, technical support, customer service, ticketing systems, service level agreements, and troubleshooting. You’ll demonstrate your knowledge of networking, security, and cloud computing, and practice analyzing user help requests and troubleshooting various issues.

When you successfully complete the program, you’ll have a portfolio of projects to demonstrate your proficiency, a Professional Certificate from IBM to showcase your job readiness to potential employers, and you’ll receive exclusive access to career support resources to help you in your job search.

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Organizations rely on IT support professionals to drive the development and maintenance of various technological systems. Prepare for a new career in this high-demand field with professional training from Microsoft, one of the largest technology companies in the world. The role of an IT support professional includes handling computer systems, networks, and software applications. With 60% of Fortune 500 companies using Microsoft 365 to empower their workforce, developing IT support skills is essential in this field.

Through a mix of videos, assessments, and hands-on activities, you’ll develop a strong foundation in IT support fundamentals, networking, software, hardware and data backup, cybersecurity, Microsoft 365 ecosystem, and Troubleshooting Diagnostics. You'll also have the option to learn how generative AI tools and techniques are used in IT Support.

When you graduate, you’ll have tangible examples to talk about in job interviews, and you’ll also be prepared to take the Exam MS-900: Microsoft 365 Fundamentals.

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Begin your journey in becoming a proficient Technical Customer Support Specialist with the “Develop with Dell” program. This comprehensive professional certificate equips you with the essential skills to excel in the tech support industry. Our on-demand courses allow you to learn at your own pace, ensuring a seamless integration with your schedule.

What You Will Learn:
• Hardware Fundamentals: Gain a thorough understanding of client and enterprise hardware components and their functions. Explore the intricacies of modern computing devices and learn how to identify key components that drive technology forward.
• Troubleshooting Expertise: Master effective techniques to diagnose and resolve hardware issues. Develop a systematic approach to problem-solving applicable to a wide range of technical challenges in the field.
• Exceptional Customer Service: Develop the interpersonal skills necessary to provide outstanding technical support and customer care. Learn to communicate complex technical information in a clear and understandable manner, ensuring customer satisfaction and loyalty.

By completing this program, you will not only acquire the technical know-how but also the confidence to tackle the demands of a tech customer support role. This certificate will open doors to new opportunities and empower you to make a significant impact in the world of technology support.

Enroll now and take the first step towards a rewarding technical customer support career.

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Welcome to the Network Engineer Career Academy,  your comprehensive gateway to learning network engineering and launching a successful career in this dynamic field. This course is designed for aspiring network engineers, IT professionals looking to upskill, and anyone interested in understanding the intricacies of network design, implementation, and management.

Throughout this program, you will gain hands-on experience with the fundamental concepts and technologies that drive modern networking. From foundational knowledge to advanced techniques, the Network Engineer Career Academy includes the Network Engineer Professional Certificate and 4 Guided Projects:

• Decryption with Python
• Getting Started with Linux Terminal
• How to Secure your Network Device using Cisco Packet Tracer
• Wireshark for Beginners: Capture Packets

The course combines video lectures, interactive labs, and real-world projects to ensure you not only learn but apply your knowledge effectively. With guided assessments and feedback, you will build a robust portfolio that showcases your skills to potential employers.

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Are you interested in learning how large global network operations work? Does managing 30% of the internet traffic globally intrigue you? Then the Network Engineering certification is for you. The NOCC is a proactive monitoring and troubleshooting team that monitors and manages globally distributed servers and resolves network bottlenecks in real time. This beginner level certificate is designed to provide you with in-demand skills that range from internet technology fundamentals, networking, operating systems and problem solving techniques.

This certificate program consists of 5-courses, that are self-paced and can be completed over 5-months. The courses will help you build solid technical foundations and troubleshooting skills that align to entry level jobs in the Network Engineering field.

Courses Included: Introduction to IT Security, Networking Fundamentals, Managing Relational Databases, Python Scripting Fundamentals and Operating Systems Fundamentals.

Courses also offered individually

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Welcome to the Technology Consultant Career Academy. This comprehensive program is designed to equip aspiring consultants with the essential skills and knowledge needed to excel in the fast-paced world of technology consulting. Through this curriculum, you'll learn how to align technology solutions with business goals, drive digital transformation, and deliver strategic value to clients across industries.

Throughout this program, you'll master a wide range of consulting skills, including business analysis, project management, IT strategy development, and client relationship management. You’ll gain proficiency in tools and platforms like Salesforce, Microsoft Dynamics, Jira, and cloud ecosystems such as AWS, Azure, and Google Cloud, while developing a deep understanding of enterprise architecture, process optimization, and change management. The Technology Consultant Career Academy includes the SAP Technology Consultant Professional Certificate and the AWS Cloud Technology Consultant Professional Certificate along with 9 guided projects:

Create a Customer Satisfaction Survey with Typeform
How to create a Jira SCRUM project
Agile Projects: Creating User Stories with Value in Taiga
Automate tasks and processes with Jira
Creating a Budget with Microsoft Excel
Enhance Organization Communications with Slack
How to use the IFE-EFE Matrix for Strategic Analysis
Change Leadership: Strategic Route Analysis with Miro
Use Basecamp for Project Management

The course combines video lectures, interactive labs, and real-world projects to ensure you not only learn but apply your knowledge effectively. With guided assessments and feedback, you will build a robust portfolio that showcases your skills to potential employers and clients.

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Launch your career in the high-demand field of SAP consulting. Build the consulting skills successful companies are looking for through tailored training and hands-on projects designed by SAP. No experience or degree required to enroll.

What does an SAP consultant do? SAP consultants are problem solvers who relish getting the details right. They are experts in process management and have a deep understanding of SAP solutions. They are also outstanding communicators and excel at collaborating with all contributors and stakeholders in a project.

This program has been designed specifically for learners seeking to get their first job in the SAP domain.

You’ll get the inside track on how to build a consulting career beyond just having product knowledge. You’ll learn about project management methodologies and agile processes. You’ll gain core consulting skills such as requirements gathering, stakeholder interviewing, client communication, client analysis, and solution design. Plus, you’ll go through several implementation project lifecycles to build your practical experience and complete a comprehensive hands-on project using a case study to apply the skills you have learned.

With SAP customers generating 87% of total global commerce, SAP consulting skills are in high demand. Through this program, you’ll build the critical skills that the largest and highly successful companies such as Accenture, Capgemini, Deloitte and KPMG, are looking for.

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Prepare for a new career in the fast growing field of cloud consulting. Get professional training designed by AWS and learn how to design and build on AWS from experienced instructors. You’ll also have the chance to unlock career opportunities by connecting with top employers.

Through this nine-course program, you’ll gain in-demand skills that prepare you for an entry-level job in the field. You’ll learn from AWS experts how to understand business goals and drivers, translate those into an appropriate AWS technical solution and provide technical direction and oversight to cloud implementation teams.

After completing this hands-on program, you’ll have the foundational and technical context to understand how to build solutions and solve technical problems and how to choose the right AWS solution. You’ll master both the soft skills to become successful cloud consultants and the technical knowledge to go deep into how software gets built, tested and deployed.

You’ll also be able to work on a capstone project centered on the Well Architected Framework that you can later share in interviews to demonstrate your job-readiness to potential employers.

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In this 1-hour long Guided Project, you will learn how to use simple commands to create and manipulate files and folders, perform multiple complex tasks using one simple command, and use the superuser to perform high privilege operations.

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In this one hour long project, you will learn everything you need to know to start working with Azure backup. We will begin by setting up a Recovery Services Vault where Azure stores all the backup data and then we will create backup policies. In the latter part of the course, we will create a Free tier virtual machine and we will implement an entire virtual machine backup. By the end of this course, you will gain the ability to utilize the Azure cloud for all of your backup needs.

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Welcome to this guided project about Configuring and Testing Basic Network Connectivity This project is designed for IT security professionals and aspiring network engineers.

To succeed in this project, it’s recommended to have a good background in computer networks. A Cisco networking academy ID is also required to use the Packet Tracer in this project.

In this project, you will configure and test basic network connectivity by managing configuration on Cisco devices such as IP addresses, virtual interfaces, and DHCP servers and verifying end-to-end network connectivity.

By the end of this project, you will be able to configure small-size computer networks and test their end-to-end connectivity.

This project is one of a kind because it teaches foundational computer network skills to beginners and professionals alike. Moreover, it is based on an entirely simulated environment where learners can practice as if they have access to real devices.

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In this 1.5 hour project, you will combine your knowledge of HTML, object-oriented PHP, SQL, and MySQL to make a dynamic website that uses MySQL database on the web server. You will learn two different methods, one applies to 12 other SQL databases and one specific to MySQL. Basic HTML, object-oriented PHP, relational database, and SQL required as prerequisites. Completing my courses "Build an Automobile Listing Website with PHP" and "Learn Object-Oriented Programming with PHP" first is highly recommended.

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By the end of this project, you will be able to create a basic application using Vigenere encryption-decryption technique to encrypt and decrypt messages. Throughout the project, you will be able to identify the basics of cryptography and how to encrypt and decrypt messages using a specific technique, you will be able to apply concepts like ASCII codes and type casting. Moreover, you will be able to do some mathematical operations on characters, and finally you will be ready to dive more into the cryptography world.

This guided project is for beginner programmers or any programmer who would like to enter the cryptography world. This project will be the beginning for you to build applications to encrypt and decrypt messages coming from the user using a certain technique. This project will give you the basic knowledge of cryptography and push you into the security engineering field.

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In this project, you will learn how to use Bash for creating basic shell scripts. After completing the 1-hour hands-on guided project, you'll know how to automatically rename a collection of files, read the contents of a file line by line and use all basic constructs of Bash.

Note: It's recommended that you have some experience with the command line before starting this project. Consider looking into the project 'Practical introduction to the Command Line' first - https://www.coursera.org/projects/practical-introduction-to-the-command-line.

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In this 1-hour long project-based course, you will gain hands-on experience and learn about advanced SQL topics such as stored procedures, tiggers, functions, common table expressions and recursion. If you have intermediate level of experience with SQL and want to learn more, this course is for you!

Note: This is an advanced level course. Taking my course "Introduction to Relational Database and SQL" and "Intermediate Relational Database and SQL" before taking this course is highly recommended. Especially if you do not have any previous experience with relational database and SQL.

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In this project you will use the Modeling and Design Tool in MySQL Workbench to design and create a multiple-table relational database. As a DBMS (database management system), MySQL is used by many organizations for managing a variety of types and sizes of databases. MySQL Workbench acts as an integrated development environment allowing users to work with relational databases using a visual user interface rather than the command line. Hands-on activities include using the Modeling and Design Tool to draw a database design diagram, generating the database from that diagram, and then using MySQL Workbench features to load data into the database tables. You will also find an optional Challenge Task and an optional Capstone task for extra practice.

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In this 1-hour long project-based course on Linux: Introduction to Shell Scripting for DevOps, you will be writing your own Bash/Shell scripts for scratch.You will be going through all of the key components that make up the bash script, from exit statuses, the test command, if/else statements, loops and file archiving. You will no longer be completely confused when looking at Bash scripts, and will have a working knowledge which allows you to start working with scripts yourself.

This course is designed for any person working or who intends to work with Linux, from Linux system administrators to developers and DevOps practitioners. Or even if you are a student who is curious to get comfortable with Linux this course is for you also.

This is an intermediate level course and is designed for an individual who has a beginner's knowledge of the Linux/Unix command line and Unix crud practices in computer science.

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In this 1-hour long project-based course on Linux i/o redirection for DevOps you will be working entirely on the command line and using powerful Linux commands and redirection operators to learn how input and output redirection works in Linux. You will get experience of taking control of what happens to the stdin and stdout of all your commands and no longer be confused about the details on how piping and redirection works in Linux.

This course is designed for any person working or who intends to work with Linux, from Linux system administrators to developers and DevOps practitioners. Or even if you are a student who is curious to get comfortable with Linux this course is for you also.

By the end of this course, you will have used all of the redirection operators to redirect data and you will be comfortable to do so with ease going forward. This will also allow you to possess one of the important foundations of Bash scripting.

This is an intermediate level course and is designed for an individual who has a beginner's knowledge of Linux command line and crud practices in computer science.

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Serverless computing and Microservices development have become a robust technology and methodology to decoupling monolithic and legacy systems, creating new services, and increasing digital transformation and innovation. In this project, you will learn how to develop some Serverless Microservices using Microsoft Azure Functions that are part of the Microsoft Cloud Platform in a Real-World Scenario example. Once you’re done with this project, you will be able to develop Azure Functions using Visual Studio Code and deploy them to Azure Cloud and create some HTML pages to be the front-end that will call and use the microservices functions, just with a few steps.

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In this project, you will use Linux commands to traverse Linux directories and list files. You will also learn where certain files are stored, how to change permissions to allow access, and how to decide where files should reside. Linux is a popular operating system that is based on the Unix operating system. It has many distributions which have different interfaces for installing software, different user interfaces, and so on. Each distribution has a similar filesystem with directories used to house and organize files.

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In this 2.5-hour long project-based course, you will learn how to create and manage custom dashboards in Wrike to plan, execute and track both your personal work, team actions and multiple projects. You will use system and custom widgets, and create widgets directly from your tasks filtered list views.

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In this one-hour, project-based course, you'll learn advanced commands for the Linux command-line. You'll learn how to grab files, even Web-site, from the internet and download it, how to copy files from drives to drives locally and remotely and how to display, terminate, and troubleshoot programs and processes manually.

This guided project will introduce you to the following commands:
-wget -- Download anything from the Internet or other remote computers;
-rsync -- Synchronise files and directories locally or with a remote machine;
-ps, pstree, top, htop -- Monitor applications and processed running on a PC;
-kill, killall -- force the closing of troublesome applications and processes.

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By the end of this guided project, you will be fluent in creating a change implementation model using Route Analysis for a hands-on example. This will equip you with a systemic implementation framework for change that can be utilised in professional and personal life.

Change happens all the time, and in being able to identify factors involved in change and developing a model for how to implement change you increase your chances for success. This analysis will help you if you are in:

+ Strategy development
+ Program Management
+ Project Management
+ Business Process Re-Engineering
+ Product Development
+ Organisational Development

Furthermore, this guided project is designed to engage and harness your visionary and exploratory abilities. You will use proven models in change management with Miro to develop your change leadership skills for various settings.

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In this guided project, you will learn how to create diagrams for Information Technologies. By the end of this project, you will be able to design and create diagrams and be familiar with the import, export, and collaboration features of Lucidchart to work with your IT team. (An account with Lucidchart is required. If you don't already have an account, please create one at lucidchart.com prior to starting the project.)

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In this 1-hour long project-based course, you will be able to analyze your organization and identify your competitive advantage with the Internal Factor Evaluation-External Factor Evaluation (IFE-EFE) matrix. IFE-EFE matrix is strategic management tools used for input stage of strategy formulation. The IFE is focused on the internal dimension of the organization by looking at the strengths and weaknesses. While the EFE is concerned with the external factors by focusing on the opportunities and threats the organization is exposed to. The IFE-EFE matrix is created by assigning weight to each of the factors based on their perceived impact. Then the factors are ranked based on the company performance on each. The weighted score is determined by multiplying the weight by the ranks. Finally, the information on the overall scores of the IFE- EFE would reveal if the company meets the threshold to survive the competitiveness of the industry.

To demonstrate the application of the IFE-EFE matrix, we will use a spreadsheet to analyze a division of our energy services company together. The example of the case study would empower you to use the model to analyze your company or any other company of your choice. The project is for business leaders and entrepreneurs who want have a deep insight on how their internal and external factors determines their competitiveness. Also, for strategist who are interested in helping organization in making informed strategic decisions. At the end of the project, you will be able to use the IFE-EFE matrix to create a competitive advantage.

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In this course, we will create our account & user profile and explore four of the key features of Basecamp Personal. Once you complete this project, you will be able to continue using Basecamp for personal and professional project management.

“Basecamp is the premier project management + internal communication tool for remote WFH teams worldwide.” Basecamp allows its users to seamlessly collaborate in real-time on a virtual platform. Professional teams that use Basecamp report increased productivity, better organization, and streamlined communication. It offers a wide variety of project management tools including: To-Do lists, automatic check-ins, scheduling, document hosting, and so much more. The platform centralizes work-related notifications which allows its users to stay focused on the task at hand. From executive leadership to individuals, Basecamp gives its users the tools to stay in touch without extra emails, phone calls, and meetings.

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In this 2 hours project you will create custom workflows in Wrike to manage your projects, change status to tasks using custom workflows and creating dashboards to display task by workflow and status.

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In this 2 and a half hours long guided project you will learn the basics of Jira automation. You will create automation rules using triggers, conditions and actions to auto assign tasks, apply sub tasks templates to reflect your business processed into your project management. You will add branches applying conditions based on relationships between issues so to automatically update their status depending on completion of their sub-tasks. Finally you will use smart values to interact with Jira information and optimize communication by sending automatic emails depending on events of your project management.

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This guided project was developed to engage and harness your visionary and exploratory abilities. During this course, you will use input from previous phases of project development. Together we will identify, map, and analyse User Stories which are the components that make up the themes of the customer experience with the product and service.

This is an important step for individuals or companies wanting to map value for customer to product features in new products or services; also, for enhancing their existing offerings. By the end of this guided project, you will be fluent in identifying and creating User Stories for agile projects.

We will discuss directions for the next phase of the project development; furthermore, the learned concepts and tools will help you generate solutions for use as part of your project management solutions and in presentations to various stakeholders.

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In this 2 hour long project you will create a SCRUM project in Jira, exploring the SCRUM agile methodology and familiarizing with all of its elements. You will create user stories and tasks, plan and action sprints, manage the backlog and sprints with the board, create epics, add dependencies and finally creating burn-down charts to evaluate the progression of your sprints.

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By the end of this guided project, you will be fluent in identifying, and mapping variables for Gap Analysis using a hands-on example. This will enable you to map business states from the AS IS to the TO BE state which is important in for preparing and managing change in professional and personal life.

Change happens all the time and in being able to identify factors involved in change and preparing to manage change you increase your chances for success . This analysis will help you if you are in:

+ Strategy development

+ Program Management

+ Project Management

+ Business Process Re-Engineering

+ Product Development

+ Organisational Development

And much more. On a personal level this analysis can help you to map where you are and where you want to be for example:

+ Competing in sports

+ Having a professional goal

+ Developing a good habit

Furthermore, this guided project is designed to engage and harness your visionary and exploratory abilities. You will use proven models in change management with Miro to identify the gaps in products/services, and further equip you with the knowledge to utilise the learned concepts, methodologies, and tools to prepare for change in various settings.

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In this 1.5 hour guided project you will learn to use basic roadmaps in Jira, creating epics and issues, planning and visualizing timelines and assignments, editing progress and dependencies, adding labels and finally exporting and sharing the roadmap with project team mates and stakeholders.

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In this 1-hour long project-based course on Linux file management for DevOps, you will be working entirely on the command line and using powerful Linux commands working with files and directories and manipulating them. We will copying, moving and creating symlinks between files, as well as learning how to search through outputs and cut outputs by columns to only retrieve the data fields that we need. We will learn various commands and options that will give you the confidence to work with files in most Linux environments.

This course is designed for any person working or who intends to work with Linux, from Linux system administrators to developers and DevOps practitioners. Or even if you are a student who is curious to get comfortable with Linux this course is for you also.

By the end of this course, you will have worked with files across the filesystem and will have a solid working knowledge of file manipulation in Linux.

This is an intermediate level course and is designed for an individual who has a beginner's knowledge of Linux command line and crud practices in computer science.

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In this 2-hour long project-based course, you will learn how to use the basic tools and features of Figma, design a website’s prototype and convert it into a website exactly as designed, using HTML and CSS.

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In this beginning-level course you will discover where JavaScript fits into the world of web development. Through hands-on exercises, you will use the Notepad++ text editor to embed JavaScript code to an existing HTML document. As you code a simple JavaScript program to provide user interaction you will learn to recognize and apply syntax rules and coding standards associated with JavaScript. The final activity in the course has you moving your JavaScript code into an external file so that you can compare inline and external JavaScript.

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This Guided Project “Create a Mockup in Figma” is for anyone who wants to learn to create their own mockup items. In this 1-hour long project-based course, you will learn to create t-shirt mockups on Figma. You will also learn to create a hair oil bottle mockup for a cosmetic business using the artboard studio mockup plugin. You will also learn to integrate third-party plugins (Artboard studio mockup and removebg) on Figma. To achieve this, we will work through :

Task 1 : Introduction and creating an account on Figma
Task 2 : Exploring Figma’s interface
Task 3 : Creating a men’s t-shirt mockup on Figma
Task 4 : Integrating artboard studio mockup plugin on Figma
Task 5 : Importing a hair oil bottle mockup from the artboard studio plugin
Task 6 : Adding designs to the hair oil bottle mockup

This project is unique because it’s helpful for an individual who wants to design his/her own clothing mockups and is also helpful for small business owners who want to scale their businesses. This course is beginner-friendly, so you don’t need to have any experience before. Let's get started!

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In this intermediate-level course you will explore how CSS (Cascading Stylesheets) can be used to alter the appearance of an image on your web page. HTML is used to add image content to a website and CSS is used to make that content visually appealing to website visitors. You will use the Notepad++ editor to write CSS rules with a variety of selectors and properties that are applied to images to change their appearance. The Chrome browser is used to display the page to test the results of your work. CSS is a very powerful tool and using it to gain more control over the visual aspects of images is a valuable skill for a web developer.

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This 1-hour long tutorial will take you step by step to create a portfolio website. You will learn the basic components of a website, and how to create simple contents using HTML (hypertext markup language) and CSS (cascading style sheets), and how to host it on a popular developer website called “GitHub” with your own subdomain name!

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In this intermediate-level course you will explore how CSS (Cascading Stylesheets) can be used to alter the appearance of an image on your web page. HTML is used to add image content to a website and CSS is used to make that content visually appealing to website visitors. You will use the Notepad++ editor to write CSS rules with a variety of selectors and properties that are applied to images to change their appearance. The Chrome browser is used to display the page to test the results of your work. CSS is a very powerful tool and using it to gain more control over the visual aspects of images is a valuable skill for a web developer.

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In this 1-hour long project-based course, you will gain hands-on experience with one of the hottest web development framework, React. If you have some experience with HTML, CSS, JavaScript and want to start developing with React, this course is for you!

By the end of this course You will understand the fundamental of React and be able to create and build a website with React with ease.

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This 1.5 hours guided project is part 2 of the project "Build Your First React Website." In this project, we focus on persistent states for class components and different strategies for them to communicate with each other.

At the end of this course, you will be able to choose and deploy different communication strategies for communications among React components.

This class requires basic React and intermediate to advance experiment in JavaScript development as a prerequisite.

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If you are relatively new to the world of cloud computing, you might have come across a term JSON and not know what it is exactly. JSON stands for JavaScript Object Notation and is widely used to exchange information between clients and servers. Many No-SQL databases also uses the format to store data. In this 1-hour long project-based course, you will learn about the format and structure of JSON, accept and process JSON in your code, and transmit JSON to other processes.

No prior experience with JSON is required but basic to intermediate HTML and JavaScript is required.

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In this project, you’ll support Sugarland Theaters’ effort to increase revenue by enabling guests to book their seats on the go using its web app.

You’re task is to build a responsive seat selector UI component, specifically a responsive web interface using HTML, CSS, and Javascript that lets guests manage their seat reservations with an interactive map and adapt the seat map to their device screen size.

There isn’t just one right approach or solution in this scenario, which means you can create a truly unique project that helps you stand out to employers.

PREREQUISITES: Media queries and layout modalities such as flexbox and grid with HTML5 and CSS Manage arrays, visual breakpoints and DOM interactions with Javascript

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By the end of this project, you will have written and tested JavaScript and HTML code that validates data values entered into input fields on an HTML form. Data validation is a valuable skill in web development. Notifying users of input errors not only improves the user experience it also helps to ensure that any data collected via a form is as accurate as possible before sending it to a server for processing.

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Imagine you’re a recently graduated information technology student looking to land a software development job. In this project, you’ll create a website that showcases “your” qualifications, work experience, and work samples.

Using HTML, CSS, and JavaScript to manage the content, presentation, and other functional aspects, you’ll produce an online professional portfolio to share with potential employers.

There isn’t just one right approach or solution in this scenario, which means you can create a truly unique project that helps you stand out to employers.

PREREQUISITES: Syntax, divisions, text, images with HTML Syntax, rules, ids, classes with CSS Functions and DOM (document object model) with JavaScript

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In this project, you’ll support a European travel agency’s effort to increase booking by building a webpage that provides visitors with a 7-day weather forecast for major European cities.

Accomplishing this task will require you to retrieve real-time weather data from an external service. In creating the webpage, you’ll request, process, and present the weather data using HTML, JavaScript, and JSON.

There isn’t just one right approach or solution in this scenario, which means you can create a truly unique project that helps you stand out to employers.

PREREQUISITES: Function closures, asynchronous processing, REST API, and JSON handling with JavaScript Present content with HTML tags Present content using classes with CSS Format and syntax of JSON

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This 1.5 hours project-based course is the first part of "Manage Your Versions with Git". In this course, you will learn about the ubiquitous Git version management system. Git is an industry standard that is used in virtually every major development platform and environment to manage code changes and versions. This class will deepen your understanding of how git works and the relevant terminologies.

No specific coding experience is required but basic software development experience would be highly beneficial.

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This 1.5-hour project-based course is the second part of "Manage Your Versions with Git". In this course, you will learn about branching, merging and remote repositories. At the end of this class, you will be able to collaborate with other developers all over the world using Git.

No specific coding experience is required but completion of Part I of this course is strongly recommended. Basic software development experience would be highly beneficial.

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In this project, you’ll help Greenspot Grocer, an online grocery store, prepare for rapid growth and planned expansion. You’ll explore the company’s product data, currently stored in a spreadsheet format, and build a relational database that will help it better manage its inventory and accommodate future growth.

Upon completion, you’ll demonstrate your ability to use MySQL Workbench to complete database design and implementation, from modeling a database to creating and loading data to testing and validating your design.

There isn’t just one right approach or solution in this scenario, which means you can create a truly unique project that helps you stand out to employers.

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RestAssured is one of the best test automation tools to test APIs with Java programming language.

It's an open-source tool and is very easy to code using Rest Assured.

It also integrates easily with Test Automation tool like TestNG

This project will provide you step by step instructions to write scripts to automate API testing using Rest Assured, how to automate and test CRUD (Create, Read, Update and Delete) operations with HTTP methods like GET, POST, PUT and DELETE, understanding JSON request and response, adding assertions to the API response.

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In this project, you’ll develop a web app for Rumi Press, a book distribution company, that helps the company manage its distribution expenses. You’ll use Python and Django to build data models, scaffold an application using Django Admin, and create visual reports.

Upon completion, you’ll publish your project on GitHub and showcase your work with a compelling project overview.

There isn’t just one right approach or solution in this scenario, which means you can create a truly unique project that helps you stand out to employers.

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By the end of this project, you will learn how to work with JSON data in python. we will learn what is an API and how we can access the data using HTTP requests in Python. We are going to retrieve the data and use TKinter module in python to develop a desktop application for browsing characters rolled in Rick and Morty series. During this project, you will learn what a JSON API is and how it works. you will learn about how to send an HTTP request to the server to retrieve the JSON data and at the end, we are going to learn how to use this data to develop a desktop application using python and TKinter.

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In this project, you’ll help the team at Apollonia Dental Practice digitalize employee management by building a web app using HTML, CSS, JavaScript, ExpressJS, NodeJS, and MongoDB.

Your task is to develop a basic CRUD web app capable of creating, reading, updating, and deleting employee and department records and meeting other business needs outlined. When you finish the app, you’ll containerize it using Docker to prepare for deployment.

There isn’t just one right approach or solution in this scenario, which means you can create a truly unique project that helps you stand out to employers.

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In this project, you’ll help Lushlyrics, a leading online music streaming service, enhance the security of its web application. You’ll implement user authentication and authorization, working on a production-level website developed using the Django framework.

Your primary goals are to secure the company’s website and create a seamless customer registration and login experience. You’ll develop an alternative version of the Lushlyrics site with signup/login functionality, commit your changes to the project’s GitHub repository, and share your work with a compelling project overview.

There isn’t just one right approach or solution in this scenario, which means you can create a truly unique project that helps you stand out to employers.

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With this Guided Project from UST, you can quickly build in-demand job skills and expand your career opportunities in the Computer Science field by learning the foundational elements of the Python programming language and its basic syntax.

Python is a computer programming language often used to build websites and software, automate tasks, and conduct data analysis. Python is a general purpose language, meaning it can be used to create a variety of different programs and isn’t specialized for any specific problems. This versatility, along with its beginner-friendliness, has made it one of the most-used programming languages today.

Through hands-on, practical experience, you will be guided through concepts that Python Programmers use every day to perform their job duties, like using the Terminal and a Text Editor.

Together, we will explore how to use variables, create functions, lists and conditional statements, as well as utilize For and While loops. You will then apply the concepts to create your first command line application which will manage a To-Do List.

This project is great for learners who are looking to get started with Python programming, and do not have any prior programming experience. By the end of this Guided Project, you should feel more confident about working with the Python language, understanding what it is used for, and have confirmed your skills by creating your own to-do list, which can be used for showing an employer or making your routine daily tasks more efficient through automation.

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In this 1-hour long project-based course, you will learn how to create a single page website for an imaginary travel agent using HTML and CSS. HTML and CSS are the core for building any website or web application and are indispensable knowledge for any web developer. HTML enables the creation of the web pages layout and structures while CSS enriches the HTML pages by adding the style and feel to them. Eventually, you will be able to use the knowledge acquired on far complex projects that employ these technologies in one way or another.

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In this project, you will develop an HTML resource sheet and a very basic sample webpage. You will use a text editor called Notepad++ to write your code, and the Chrome browser to display the resulting webpage.

You will learn how to add content to your webpage using the basic content elements. While gaining experience with the Notepad++ editor, you will build an HTML resource webpage. You will use and include common HTML tags and elements and learn what each does to help present your document in a web browser. This course starts at the beginning with HTML; and it will prepare you for the next steps in your Web Development journey, and for future courses where you can expand your knowledge of HTML elements, and learn to apply cascading style sheets.

HTML is a gateway skill to more advanced competencies required for Web Development. There is a high demand for developers who understand front-end languages, like HTML, CSS, and JavaScript. Learning to manually code with HTML instead of turning to a WYSIWYG editor will allow you to better understand the ins and outs of web development. Coding always gives you more control over the final product—in this case a webpage.

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By the end of this Guided Project, you will be able to apply different decryption algorithms and techniques using Python. Moreover, you will apply cryptography concepts through completing several practical exercises to build a solid foundation in decrypting information and data using several renowned industry encryption algorithms. You will write programs that decrypt data using ciphers including the reverse cipher Caesar Cipher and Fernet symmetric and RSA asymmetric encryption algorithms. This project will provide you with the skills needed to write software that encrypt and decrypt data. 

Note: This project is for intermediate Python programmers who already have a basic familiarity with Python programming language and are interested in cryptography.

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In this Guided Project, learners will take on the role of a novice security analyst helping a company detect certain network traffic on their server by capturing and analyzing web traffic. Such skills are invaluable in both cybersecurity and software development domains for better understanding the communication going on between a client and a server. In this 1.5-hour long project-based course, you will learn how to set up and use Wireshark to capture, save, and filter HTTP and HTTPS packets. In order to be successful in this project you should understand computer networking terminology such as IP address, HTTP, HTTPS, TCP, and handshakes.

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In this 1.5-hour long project-based course, you will be able to:
- Understand the theory and intuition behind Simple and Multiple Linear Regression.
- Import Key python libraries, datasets and perform data visualization
- Perform exploratory data analysis and standardize the training and testing data.
- Train and Evaluate different regression models using Sci-kit Learn library.
- Build and train an Artificial Neural Network to perform regression.
- Understand the difference between various regression models KPIs such as MSE, RMSE, MAE, R2, and adjusted R2.
- Assess the performance of regression models and visualize the performance of the best model using various KPIs.

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In this structured series of hands-on guided projects, we will master the fundamentals of data analysis and manipulation with Pandas and Python. Pandas is a super powerful, fast, flexible and easy to use open-source data analysis and manipulation tool. 

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In this 2-hour guided project, "Data Management with Databricks: Big Data with Delta Lakes" you will collaborate with the instructor to achieve the following objectives:

1-Create Delta Tables in Databricks and write data to them. Gain hands-on experience in setting up and managing Delta Tables, a powerful data storage format optimized for performance and reliability.

2-Transform a Delta table using Python and leverage SQL to query the data for creating a comprehensive dashboard. Learn how to apply Python-based transformations to Delta Tables, and use SQL queries to extract the necessary insights for building a Supply Chain dashboard.

3-Utilize Delta Lake's merge operation and version control capabilities to efficiently update Delta Tables. Explore the capabilities of Delta Lake's merge operation to perform upserts and other data updates efficiently. Additionally, learn how to leverage Delta Lake's built-in version control to track and access previous versions of Delta Tables as needed.

Throughout a real-world business scenario, you will use Databricks to build an end-to-end data pipeline that integrates various JSON data files and applies transformations, ultimately providing valuable insights and analysis-ready data.

This intermediate-level guided project is designed for data engineers who build data pipelines for their companies using Databricks. In order to be successful in this guided project, you need prior knowledge of writing Python scripts including importing libraries, setting-up variables, manipulating data frames, and using functions. You will also need to be familiar with writing SQL queries such as aggregating, filtering, and joining tables.

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This 2.5 hours-long guided project is designed for business analysts & data engineers eager to learn how to Clean Messy Data in Snowflake Data Platform.

By the end of the project, you will:
-Be able to identify common data quality issues then use SQL String functions to remove unwanted characters and split rows into multiple columns.
-Extract dates from Text fields then use SQL date functions for comparisons and calculations.
-Identify and correct missing and duplicated data then answer business questions using SQL statements.

To achieve these objectives, we will work on a real example from the field, you will play the role of a Data Analyst in the marketing department, who has been tasked with answering a business question, but the customer data they have received presents several data quality challenges.

Note: To be successful in this project you need to have Snowflake beginner knowledge such as Creating a trial account, Databases, Tables, and Virtual Warehouses.

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In this project, you’ll perform exploratory data analysis for Mint Classics Company, a retailer of model cars. The company is looking to close one of its storage facilities. Your objective is to recommend inventory reduction strategies that won’t negatively impact customer service.

Using MySQL Workbench, you’ll familiarize yourself with the sample database, run SQL queries to identify factors affecting storage space and propose inventory reduction approaches. Upon completion, you’ll demonstrate your ability to perform exploratory data analysis and present the results in a format that supports your recommendations.

There isn’t just one right approach or solution in this scenario, which means you can create a truly unique project that helps you stand out to employers.

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This 1-hour, project-based course is an introduction to spreadsheets. We’ll be using Excel on the Web in this project, which is the free spreadsheet program offered by Microsoft. However, all of the concepts that you will learn in this project will be applicable to other spreadsheet programs, such as LibreOffice Calc and Google Sheets.

We will cover the following concepts in a hands-on manner:

- Basic data entry, formatting and calculations
- Relative and absolute cell references
- Formulae and basic functions: sum, average, min, max
- Conditional formatting

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Hello everyone and welcome to this hands-on guided project on simple linear regression for the absolute beginner. In simple linear regression, we predict the value of one variable Y based on another variable X. X is called the independent variable and Y is called the dependent variable. This guided project is practical and directly applicable to many industries. You can add this project to your portfolio of projects which is essential for your next job interview.

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In this 1-hour long project-based course, you will be able to identify and fully comprehend the basics of the MYSQL workbench and create a new connection to the local server. you will also learn how to create a new database and drop it, create new tables, and delete them. Moreover, You will be able to rename columns of a table, connect tables with each other, and add data to tables. And finally, you will learn how to add columns and apply some features professionally on these columns using some keywords such as PRIMARY KEY, FOREIGN KEY, NOT NULL, AUTO_INCREMENT, and DISTINCT and update the tables with new data. SQL is used by all the big names in tech like Netflix or Airbnb. If you target Google, Facebook, or Amazon, they, of course, have their database systems. But SQL will be there too to query and analyze the data.

This guided project is for beginners in the field of data management data modeling and databases. It provides you with the basics of creating the whole database. It equips you with knowledge of the first steps in modeling.

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In this project you will use MySQL Workbench to write SQL queries that aggregate (group) data. Incorporating aggregate functions like COUNT, SUM, and AVG, your SQL queries will group and summarize data. Data that is aggregated and presented in a logical format makes it a more valuable decision-making tool for users.

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In this project, you will learn the foundation of data analysis with Microsoft Excel using sales data from a sample company. You will learn how to use sorting and filtering tools to reorganize your data and access specific information about your data. You will also learn about the use of functions like IF and VLOOKUP functions to create new data and relate data from different tables. Finally, you will learn how to create PivotTables to summarize and look at comparisons within your data. These skills will help you efficiently perform data analysis on many different types of data and give you the foundation to expand your toolbox as you explore other strategies for data analysis.

In this 1-hour long project-based course, you will learn everything you need to know to get started with RStudio IDE, including how to install RStudio onto your Windows, MAC or Linux machine, how to use RStudio Cloud, a lightweight, cloud-based version of RStudio, how to start creating R projects, install and load R packages, as well as display interactive maps, graphs and tables with 1 line of code.

This course is perfect if you want to start learning R programming with RStudio: the Premiere IDE for R

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You will need to join or merge two or more data sets at different points in your work as a data enthusiast. The dplyr package offers very sophisticated functions to help you achieve the join operation you desire. This project-based course, "Joining Data in R using dplyr" is for R users willing to advance their knowledge and skills. In this course, you will learn practical ways for data manipulation in R. We will talk about different join operations and spend a great deal of our time here joining the sales and customers data sets using the dplyr package. By the end of this 2-hour-long project, you will perform inner join, full (outer) join, right join, left join, cross join, semi join, and anti join using the merge() and dplyr functions.

This project-based course is an intermediate-level course in R. Therefore, to get the most of this project, it is essential to have prior experience using R for basic analysis.

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As data enthusiasts and professionals, our work often requires dealing with data in different forms. In particular, messy data can be a big challenge because the quality of your analysis largely depends on the quality of the data. This project-based course, "Tidy Messy Data using tidyr in R," is intended for beginner and intermediate R users with related experiences who are willing to advance their knowledge and skills.

In this course, you will learn practical ways for data cleaning, reshaping, and transformation using R. You will learn how to use different tidyr functions like pivot_longer(), pivot_wider(), separate_rows(), separate(), and others to achieve the tidy data principles. By the end of this 2-hour-long project, you will get hands-on massaging data to put in the proper format. By extension, you will learn to create plots using ggplot().

This project-based course is a beginner to an intermediate-level course in R. Therefore, to get the most out of this project, it is essential to have a basic understanding of using R.

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Welcome to "Simulation of Covid-19 Testing Process Using R Simmer". This is a project-based course which should take under 2 hours to finish. Before diving into the project, please take a look at the course objectives and structure.

By the end of this project, learn gain introductiory knowledge of Discrete Event Simulation, use R Studio and Simmer library, create statistical variables required for simulation, define process trajectory, define and assign resources, define arrivals (eg. incoming customers / work units), run simulation in R, store results in data frames, plot charts and interpret the results.

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In this project, you’ll help a bike rental company enhance its fleet management and pricing strategy by building a daily bike rental forecasting model using time series analysis techniques in R. Your objectives include loading, cleaning, processing, and analyzing daily rental transaction data, and developing and evaluating time series models for the most accurate predictions.

The company will use your validated forecasting model to determine the optimal number of bikes to keep in each station and set dynamic pricing based on predicted demand. Upon completion, you’ll be able to demonstrate your ability to perform a comprehensive data analysis project that involves answering critical business questions, extensive data visualization, and model selection.

There isn’t just one right approach or solution in this scenario, which means you can create a truly unique project that helps you stand out to employers.

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This Guided Project, Exploratory and Confirmatory Data Analysis using python, is for those who want to learn about different methods of data analysis. In this 2-hour-long project-based course, you will understand and apply Exploratory Data Analysis, build different Data visualizations, apply different exploration techniques based on the data at hand and define and understand the concept of Confirmatory Data Analysis.

This project is unique because you will learn how and where to start your data exploration. You will also learn how to implement different data visualizations using python and when to use them. To be successful in this project, you will need to be experienced in python programming language and working with jupyter notebook environment.

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This is a hands-on, guided project on Predictive Analytics for Business with H2O in R. By the end of this project, you will be able apply machine learning and predictive analytics to solve a business problem, explain and describe automatic machine learning, perform automatic machine learning (AutoML) with H2O in R. We will take a data-driven approach to predict the success of bank telemarketing.

H2O's AutoML automates the process of training and tuning a large selection of models, allowing the user to focus on other aspects of the data science and machine learning pipeline such as data pre-processing, feature engineering and model deployment.

To successfully complete the project, we recommend that you have prior experience with programming in R, basic machine learning theory, and have trained ML models in R. We will not be exploring how any particular model works nor dive into the math behind them. Instead, we assume you have this foundational knowledge and want to learn to use H2O in R for predictive analytics.

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In this 1-hour long project-based course, you will learn how to pivot data into wide and long format, split and combine cells and columns, handling missing values, select groups of observations and variables, and join data from different tables.

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In this project, you’ll help a leading healthcare organization build a model to predict the likelihood of a patient suffering a stroke. The model could help improve a patient’s outcomes. Working with a real-world dataset, you’ll use R to load, clean, process, and analyze the data and then train multiple classification models to determine the best one for making accurate predictions.

Upon completion, you’ll produce a well-validated prediction model that showcases your ability to perform a complete data analysis project involving feature engineering, handling missing data, model evaluation, model selection, and model deployment.

There isn’t just one right approach or solution in this scenario, which means you can create a truly unique project that helps you stand out to employers.

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In this project, you’ll help a recruitment agency improve its job vacancy sourcing by using Python’s web-scraping capabilities to extract job postings from multiple sites.

This task will require you to write a Python script to extract job posting data from the source site and save it to a comma separated values (CSV) file. Your work will help the agency provide clients with with relevant job openings more quickly, giving them a competitive advantage over other applicants.

There isn’t just one right approach or solution in this scenario, which means you can create a truly unique project that helps you stand out to employers.

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In this project, you'll serve as a data analyst at a marketing firm specializing in social media brand promotion. Your task is to use Python to extract, clean, and analyze tweets in specific categories (health, family, food, etc.) and generate visualizations.

Your analysis will provide valuable insights to help clients enhance their social media performance and allow the firm to deliver tweets on time and within budget, leading to faster results.

There isn’t just one right approach or solution in this scenario, which means you can create a truly unique project that helps you stand out to employers.

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In this 1-hour long project-based course, you will learn how to read all sorts of data and import them into R, including CSV files, Excel files, data from other statistical software, the web and from relational databases.

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In this guided project, we will explore plotly express to visualize statistical plots such as box plots, histograms, heatmaps, density maps, contour plots, and violin plots. Plotly express is a super powerful Python package that empowers anyone to create, manipulate and render graphical figures. This crash course is super practical and directly applicable to many industries such as banking, finance and tech industries.

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In this project, you will develop an understanding and appreciation for data visualization. You will review the benefits of data visualization as you examine existing examples of data that is displayed in a variety of visual formats. In addition, you will gain some hands-on experience in building your own data visualization examples by aggregating data and generating simple charts in Google Sheets.

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