{"id":15076104,"url":"https://github.com/getvmio/free-python-resources","last_synced_at":"2026-04-06T00:02:57.255Z","repository":{"id":251137243,"uuid":"822446237","full_name":"getvmio/free-python-resources","owner":"getvmio","description":"Python Free Resources | This repo collects 177 of free resources for Python. 🐍 Slither into the world of Python with our Python Playground repository! Discover the best free Python courses and resources to master this versatile language. 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Discover the best free Python courses and resources to master this versatile language. Whether you're a beginner or looking to level up your skills, this is your pythonic paradise for learning and experimentation.\n\n## Resources\n\n|   Index | Name                                                                                                                                                                                                                    | Category            | Description                                                                                                                                                                                                                                   |\n|---------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|---------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|\n|       1 | [Python Tutorials](https://getvm.io/tutorials/python-tutorials)                                                                                                                                                         | Technical Tutorials | Comprehensive Python tutorials covering basic programming concepts, command-line usage, and advanced topics. Includes hands-on exercises and practical examples to reinforce learning.                                                        |\n|       2 | [Pandas Tutorials](https://getvm.io/tutorials/pandas-tutorials)                                                                                                                                                         | Technical Tutorials | Learn data manipulation and analysis with Pandas, covering data frames, series, and essential Pandas functions. Hands-on tutorials with step-by-step guidance and code examples.                                                              |\n|       3 | [Machine Learning Tutorials](https://getvm.io/tutorials/machine-learning-tutorials)                                                                                                                                     | Technical Tutorials | Learn core machine learning concepts, algorithms, and techniques using Python and popular libraries like Scikit-learn and TensorFlow. Explore supervised, unsupervised, and neural network methods.                                           |\n|       4 | [Django Tutorials](https://getvm.io/tutorials/django-tutorials)                                                                                                                                                         | Technical Tutorials | Learn web development with the powerful Django framework, focusing on building robust and scalable web applications.                                                                                                                          |\n|       5 | [Data Science Tutorials](https://getvm.io/tutorials/data-science-tutorials)                                                                                                                                             | Technical Tutorials | Comprehensive data science course covering Python, statistics, machine learning, data engineering, and real-world problem-solving. Become a proficient data scientist.                                                                        |\n|       6 | [Algorithm Tutorials](https://getvm.io/tutorials/algorithm-tutorials)                                                                                                                                                   | Technical Tutorials | Improve your problem-solving skills and master the core concepts of algorithms and data structures. Learn efficient algorithm design and implementation using Python.                                                                         |\n|       7 | [Practical RL](https://getvm.io/tutorials/practical-rl-reinforcement-learning-in-the-wild-yandex-sda)                                                                                                                   | University Courses  | A practical and hands-on course on reinforcement learning, covering essential tricks and heuristics for solving real-world RL problems.                                                                                                       |\n|       8 | [Deep Learning for Computer Vision \u0026 NLP](https://getvm.io/tutorials/eecs-e6894-deep-learning-for-computer-vision-and-natural-language-processing-columbia-university)                                                  | University Courses  | Dive into the latest deep learning techniques and their applications in computer vision and natural language processing at this graduate-level research class from Columbia University.                                                       |\n|       9 | [Data Science](https://getvm.io/tutorials/cs-109-data-science-harvard-university)                                                                                                                                       | University Courses  | Comprehensive introduction to data science, covering data wrangling, analysis, and machine learning. Prepares students for real-world data science challenges.                                                                                |\n|      10 | [Transition to Python](https://getvm.io/tutorials/cs-1133-transition-to-python-cornell-university)                                                                                                                      | University Courses  | Comprehensive Python programming course for students with prior coding experience in Java, MATLAB, C, C++, or Fortran. Covers fundamental Python constructs and provides a smooth transition to the language.                                 |\n|      11 | [Introduction to Computing Using Python](https://getvm.io/tutorials/cs-1110-introduction-to-computing-using-python-cornell-university)                                                                                  | University Courses  | Explore the fundamentals of computer programming with Python, including procedures, functions, iteration, recursion, and object-oriented programming. Hands-on labs and assignments help develop practical coding skills.                     |\n|      12 | [Structure and Interpretation of Computer Programs](https://getvm.io/tutorials/cs-61a-structure-and-interpretation-of-computer-programs-python-uc-berkeley)                                                             | University Courses  | Develop a strong programming foundation with functional, data abstraction, and object-oriented techniques. Suitable for beginners and experienced programmers.                                                                                |\n|      13 | [CS50: Introduction to Computer Science](https://getvm.io/tutorials/cs-50-introduction-to-computer-science-harvard-university)                                                                                          | University Courses  | Explore the intellectual enterprises of computer science and the art of programming with Harvard's renowned CS50 course. Develop problem-solving skills, learn fundamental programming concepts, and apply your knowledge in a final project. |\n|      14 | [Unix Tools \u0026 Scripting](https://getvm.io/tutorials/cs-2043-unix-tools-scripting-cornell-university)                                                                                                                    | University Courses  | Develop practical Unix skills for large and challenging computing tasks with this intensive course from Cornell University.                                                                                                                   |\n|      15 | [Build your own Git plugin with python](https://getvm.io/tutorials/build-your-own-git-plugin-with-python)                                                                                                               | Technical Tutorials | Discover how to build custom Git plugins using Python and extend the functionality of the popular version control system.                                                                                                                     |\n|      16 | [Learn ML Algorithms by coding: Decision Trees](https://getvm.io/tutorials/learn-ml-algorithms-by-coding-decision-trees)                                                                                                | Technical Tutorials | Gain a deeper understanding of machine learning algorithms by implementing decision trees from scratch. Suitable for beginners and experienced learners.                                                                                      |\n|      17 | [Building a simple Generative Adversarial Network (GAN) using Tensorflow](https://getvm.io/tutorials/building-a-simple-generative-adversarial-network-gan-using-tensorflow)                                             | Technical Tutorials | Hands-on introduction to building a simple Generative Adversarial Network (GAN) using TensorFlow. Understand the core concept, implement the model, and visualize the process.                                                                |\n|      18 | [A Simple Content-Based Recommendation Engine in Python](https://getvm.io/tutorials/a-simple-content-based-recommendation-engine-in-python)                                                                             | Technical Tutorials | A practical guide to building a content-based recommendation engine in Python using machine learning techniques. Covers implementation, pros and cons, and production deployment.                                                             |\n|      19 | [Recommender Systems in Python: Beginner Tutorial](https://getvm.io/tutorials/recommender-systems-in-python-beginner-tutorial)                                                                                          | Technical Tutorials | Comprehensive Python tutorial on building recommender systems, from basic models to content-based and collaborative filtering techniques.                                                                                                     |\n|      20 | [Implementing a RESTful Web API with Python \u0026 Flask](https://getvm.io/tutorials/implementing-a-restful-web-api-with-python-flask)                                                                                       | Technical Tutorials | Learn how to build a robust and scalable RESTful API using Python and the Flask framework. Covers REST fundamentals, Flask, HTTP methods, and more.                                                                                           |\n|      21 | [Building a basic HTTP Server from scratch in Python](https://getvm.io/tutorials/building-a-basic-http-server-from-scratch-in-python)                                                                                   | Technical Tutorials | Learn how to build a basic HTTP server from scratch using Python. Gain a deeper understanding of web development and the underlying technologies that power the internet.                                                                     |\n|      22 | [Web application from scratch](https://getvm.io/tutorials/web-application-from-scratch)                                                                                                                                 | Technical Tutorials | Comprehensive guide to building web applications from the ground up using Python's standard library. Covers frontend, backend, and web architecture.                                                                                          |\n|      23 | [Developing a License Plate Recognition System with Machine Learning in Python](https://getvm.io/tutorials/developing-a-license-plate-recognition-system-with-machine-learning-in-python)                               | Technical Tutorials | Build a practical license plate recognition system using Python and machine learning. Learn data preprocessing, computer vision, and deep learning algorithms for end-to-end solution development.                                            |\n|      24 | [Create a Simple Python Text Editor!](https://getvm.io/tutorials/create-a-simple-python-text-editor)                                                                                                                    | Technical Tutorials | Learn how to build a functional text editor from scratch using Python and Tkinter. Gain hands-on experience with Python programming and GUI development.                                                                                      |\n|      25 | [Python Tutorial: Make Your Own Text Editor](https://getvm.io/tutorials/python-tutorial-make-your-own-text-editor)                                                                                                      | Technical Tutorials | Learn how to create a custom text editor using Python's Tkinter module. Implement basic features like new file, save, and open file. Ideal for Python beginners interested in GUI development.                                                |\n|      26 | [Building A Python-Based Search Engine](https://getvm.io/tutorials/building-a-python-based-search-engine)                                                                                                               | Technical Tutorials | Gain a deeper understanding of search engine technology and how to implement custom search solutions. Explore core concepts like inverted indexes, stemming, and relevance.                                                                   |\n|      27 | [Building a Vector Space Indexing Engine in Python](https://getvm.io/tutorials/building-a-vector-space-indexing-engine-in-python)                                                                                       | Technical Tutorials | Learn how to build a vector space indexing engine from scratch using Python. Implement concordance, vector space calculations, and apply the indexing engine to sample documents.                                                             |\n|      28 | [Building a search engine using Redis and redis-py](https://getvm.io/tutorials/building-a-search-engine-using-redis-and-redis-py)                                                                                       | Technical Tutorials | Build a flexible and fast search engine using Redis and Python. Implement TF/IDF search, integrate custom document importance scoring, and combine with PageRank.                                                                             |\n|      29 | [Build Your Own Regular Expression Engines: Backtracking, NFA, DFA](https://getvm.io/tutorials/build-your-own-regular-expression-engines-backtracking-nfa-dfa)                                                          | Technical Tutorials | Comprehensive guide to building custom regular expression engines, covering backtracking, NFA, and DFA approaches. Learn to parse regex with Python.                                                                                          |\n|      30 | [A Python Interpreter Written in Python](https://getvm.io/tutorials/a-python-interpreter-written-in-python)                                                                                                             | Technical Tutorials | Dive into the fundamental structure of the Python interpreter with Byterun, a Python interpreter implemented in Python. Gain a deeper understanding of how Python programs are executed.                                                      |\n|      31 | [ugit: Learn Git Internals by Building Git Yourself](https://getvm.io/tutorials/ugit-learn-git-internals-by-building-git-yourself)                                                                                      | Technical Tutorials | Dive deep into Git's inner workings by building your own version of Git from scratch. Gain a comprehensive understanding of Git's core concepts and functionality.                                                                            |\n|      32 | [Just enough of a Git client to create a repo, commit, and push itself to GitHub](https://getvm.io/tutorials/just-enough-of-a-git-client-to-create-a-repo-commit-and-push-itself-to-github)                             | Technical Tutorials | Create a simple Git client in Python to manage repositories, commit changes, and push to GitHub. Gain a deeper understanding of Git's inner workings.                                                                                         |\n|      33 | [Developing Games With PyGame](https://getvm.io/tutorials/developing-games-with-pygame)                                                                                                                                 | Technical Tutorials | Learn how to create games using Python and the PyGame library. Covers game loop, event handling, display, and more.                                                                                                                           |\n|      34 | [A proof-of-concept imitation of Docker, written in 100% Python](https://getvm.io/tutorials/a-proof-of-concept-imitation-of-docker-written-in-100-python)                                                               | Technical Tutorials | Explore the core concepts of container isolation and the inner workings of Docker with this proof-of-concept implementation in 100% Python.                                                                                                   |\n|      35 | [Write your own miniature Redis with Python](https://getvm.io/tutorials/write-your-own-miniature-redis-with-python)                                                                                                     | Technical Tutorials | Learn how to implement a Redis-like database server using Python, with support for various data types and asynchronous client handling.                                                                                                       |\n|      36 | [Creating Reddit Bot with Python \u0026 PRAW](https://getvm.io/tutorials/creating-reddit-bot-with-python-praw)                                                                                                               | Technical Tutorials | Learn how to build a customizable Reddit bot using Python and the PRAW library. Automate tasks like posting, commenting, and more on the Reddit platform.                                                                                     |\n|      37 | [Create a Twitter Bot in Python Using Tweepy](https://getvm.io/tutorials/create-a-twitter-bot-in-python-using-tweepy)                                                                                                   | Technical Tutorials | Learn how to build a Twitter bot in Python using the Tweepy library. Automate following, favoriting, retweeting, and replying to users with custom messages.                                                                                  |\n|      38 | [How To Create a Telegram Bot Using Python](https://getvm.io/tutorials/how-to-create-a-telegram-bot-using-python)                                                                                                       | Technical Tutorials | Learn how to build interactive and automated Telegram bots using Python. Covers bot creation, messaging, and automation with the pyTelegramBotAPI library.                                                                                    |\n|      39 | [Build a Reddit Bot](https://getvm.io/tutorials/build-a-reddit-bot)                                                                                                                                                     | Technical Tutorials | Learn to build a practical Reddit bot using Python for automation and engagement within the Reddit community.                                                                                                                                 |\n|      40 | [How to Build Your First Slack Bot with Python](https://getvm.io/tutorials/how-to-build-your-first-slack-bot-with-python)                                                                                               | Technical Tutorials | Learn how to build your first Slack bot using Python. Set up the development environment, obtain a Slack API bot token, and implement a simple bot with the Slack RTM and Web APIs.                                                           |\n|      41 | [gifbot - Building a GitHub App](https://getvm.io/tutorials/gifbot-building-a-github-app)                                                                                                                               | Technical Tutorials | Learn how to build a GitHub App that responds to comments with animated GIFs, and explore the advantages of using Apps over traditional bots.                                                                                                 |\n|      42 | [Create a Discord Bot](https://getvm.io/tutorials/create-a-discord-bot)                                                                                                                                                 | Technical Tutorials | Learn how to create a Discord bot from scratch using JavaScript and the Discord.js library. Explore features like reactions, embeds, and databases.                                                                                           |\n|      43 | [A Practical Introduction to Blockchain with Python](https://getvm.io/tutorials/a-practical-introduction-to-blockchain-with-python)                                                                                     | Technical Tutorials | Dive into the fundamentals of blockchain technology and learn how to implement a basic blockchain using Python. Suitable for developers, students, and blockchain enthusiasts.                                                                |\n|      44 | [Build your own blockchain: a Python tutorial](https://getvm.io/tutorials/build-your-own-blockchain-a-python-tutorial)                                                                                                  | Technical Tutorials | Learn the core concepts of blockchain technology and implement a basic blockchain from scratch using Python. Gain hands-on experience with hash functions and transaction validation.                                                         |\n|      45 | [Learn Blockchains by Building One](https://getvm.io/tutorials/learn-blockchains-by-building-one)                                                                                                                       | Technical Tutorials | Dive into the core concepts of Blockchains by building one from scratch. Gain a deep understanding of the underlying technology behind cryptocurrencies and Blockchain-based applications.                                                    |\n|      46 | [Augmented Reality with Python and OpenCV](https://getvm.io/tutorials/augmented-reality-with-python-and-opencv)                                                                                                         | Technical Tutorials | Comprehensive guide to developing augmented reality apps using Python and OpenCV. Learn key steps like target recognition, homography estimation, and 3D model projection.                                                                    |\n|      47 | [Python Django Web Framework](https://getvm.io/tutorials/python-django-web-framework-full-course-for-beginners)                                                                                                         | Video Courses       | Comprehensive Django web framework course covering beginner to advanced topics, with hands-on projects and practical examples to reinforce learning.                                                                                          |\n|      48 | [Django Tutorial for Beginners](https://getvm.io/tutorials/django-tutorial-for-beginners-2021)                                                                                                                          | Video Courses       | Comprehensive and organized Django tutorial for beginners, covering everything from basics to advanced concepts. Build an e-commerce application with practical project-based learning.                                                       |\n|      49 | [Python Tutorial for Beginners](https://getvm.io/tutorials/python-tutorial-for-beginners-learn-python-in-5-hours-full-course)                                                                                           | Video Courses       | Dive into Python programming with this comprehensive 5-hour course. Learn the fundamentals, build projects, and start automating tasks today.                                                                                                 |\n|      50 | [Python for Beginners](https://getvm.io/tutorials/python-tutorial-python-for-beginners-full-course)                                                                                                                     | Video Courses       | Learn Python programming from scratch with this in-depth course. Build real-world projects and automate repetitive tasks. Ideal for complete beginners.                                                                                       |\n|      51 | [Python Programming From Scratch With Practicals](https://getvm.io/tutorials/python-programming-from-scratch-with-practicals)                                                                                           | Video Courses       | Comprehensive guide to learning Python programming from the basics to practical applications, including problem-solving, programming constructs, and fundamental concepts.                                                                    |\n|      52 | [Python Learn Course](https://getvm.io/tutorials/python-learn-course)                                                                                                                                                   | Video Courses       | Comprehensive Python programming course for beginners, covering syntax, variables, functions, data structures, and more. Build a strong foundation in Python.                                                                                 |\n|      53 | [Python for Data Science, AI \u0026 Development](https://getvm.io/tutorials/python-for-data-science-ai-development)                                                                                                          | Video Courses       | Comprehensive guide to using Python for data science, artificial intelligence, and software development. Learn Python, access data, and earn a shareable career certificate.                                                                  |\n|      54 | [Python Data Analysis](https://getvm.io/tutorials/python-data-analysis)                                                                                                                                                 | Video Courses       | Comprehensive guide to analyzing data using Python programming language, covering topics in data analysis, Python programming, and practical applications of Python in data science.                                                          |\n|      55 | [Python Course From Scratch](https://getvm.io/tutorials/python-course-from-scratch)                                                                                                                                     | Video Courses       | Comprehensive Python course from scratch by experienced instructor Olaf Paulson. Learn essential programming concepts and Python language features.                                                                                           |\n|      56 | [Learn Python From Scratch](https://getvm.io/tutorials/learn-python-from-scratch)                                                                                                                                       | Video Courses       | Comprehensive Python programming course for beginners. Master the fundamentals and build hands-on projects with expert guidance.                                                                                                              |\n|      57 | [Learn Python For Free](https://getvm.io/tutorials/learn-python-for-free)                                                                                                                                               | Video Courses       | Comprehensive guide to learning Python programming language, covering fundamental concepts, practical examples, and exercises for beginners.                                                                                                  |\n|      58 | [CS50's Introduction to Programming with Python](https://getvm.io/tutorials/cs50s-introduction-to-programming-using-python)                                                                                             | Video Courses       | Learn programming with Python through Harvard's comprehensive online course. Suitable for beginners and experienced learners alike, with hands-on exercises and real-world projects.                                                          |\n|      59 | [Python Machine Learning Tutorials](https://getvm.io/tutorials/python-machine-learning-tutorials)                                                                                                                       | Video Courses       | Comprehensive video series covering the fundamentals of machine learning using Python, with hands-on examples and practical applications.                                                                                                     |\n|      60 | [MySQL for Developers](https://getvm.io/tutorials/mysql-for-developers)                                                                                                                                                 | Video Courses       | Comprehensive guide to mastering MySQL for application development, covering schema basics, indexing, querying, and integration with Python and Java.                                                                                         |\n|      61 | [Learn Data Science](https://getvm.io/tutorials/learn-data-science-tutorial-full-course-for-beginners)                                                                                                                  | Video Courses       | Dive into the creative and inclusive world of Data Science. Gain valuable insights through coding, statistics, and math. Accessible introduction for non-technical learners.                                                                  |\n|      62 | [Introduction to Data Science in Python](https://getvm.io/tutorials/introduction-to-data-science-in-python)                                                                                                             | Video Courses       | Gain a foundational understanding of data science and develop job-relevant skills with hands-on projects in this intermediate-level course from the University of Michigan.                                                                   |\n|      63 | [Data Visualization](https://getvm.io/tutorials/data-visualization)                                                                                                                                                     | Video Courses       | Learn data visualization with Seaborn, line charts, bar charts, heatmaps, scatter plots, histograms, and more. Hands-on exercises and step-by-step tutorials for beginners and experts.                                                       |\n|      64 | [Data Cleaning](https://getvm.io/tutorials/data-cleaning)                                                                                                                                                               | Video Courses       | Master efficient workflows for cleaning real-world, messy data with techniques for handling missing values, scaling, and more. Ideal for data science journey.                                                                                |\n|      65 | [MIT's Introduction to Computer Science](https://getvm.io/tutorials/mits-introduction-to-computer-science-and-programming-in-python)                                                                                    | Video Courses       | Comprehensive computer science and Python programming course from experienced MIT instructors. Develop a strong foundation in problem-solving through coding.                                                                                 |\n|      66 | [Design of Computer Programs](https://getvm.io/tutorials/design-of-computer-programs)                                                                                                                                   | Video Courses       | Explore the principles and techniques for designing effective computer programs, including algorithm design, problem-solving, and software engineering practices.                                                                             |\n|      67 | [Data Structures \u0026 Algorithms in Python](https://getvm.io/tutorials/data-structures-and-algorithms-in-python-full-course-for-beginners)                                                                                 | Video Courses       | Comprehensive guide to learning data structures and algorithms using Python, suitable for beginners. Hands-on video tutorials, coding assignments, and project-based learning.                                                                |\n|      68 | [pandas: powerful Python data analysis toolkit](https://getvm.io/tutorials/pandas-powerful-python-data-analysis-toolkit)                                                                                                | Technical Tutorials | Comprehensive introduction to the Pandas library, covering its key features and functionalities for working with large and complex datasets.                                                                                                  |\n|      69 | [Learn Pandas](https://getvm.io/tutorials/learn-pandas)                                                                                                                                                                 | Technical Tutorials | Comprehensive guide to using the Pandas library for data analysis in Python, covering data manipulation, visualization, and processing.                                                                                                       |\n|      70 | [Best Pandas Tutorial](https://getvm.io/tutorials/best-pandas-tutorial-learn-with-50-examples)                                                                                                                          | Technical Tutorials | Comprehensive tutorial on Python Pandas with 50 practical examples, covering a wide range of data analysis tasks and essential Pandas functions.                                                                                              |\n|      71 | [The Flask Mega-Tutorial](https://getvm.io/tutorials/the-flask-mega-tutorial)                                                                                                                                           | Technical Tutorials | Comprehensive guide to learning Flask, a popular Python web development framework, covering web development concepts, deployment strategies, and more.                                                                                        |\n|      72 | [Python Flask Tutorial](https://getvm.io/tutorials/python-flask-tutorial)                                                                                                                                               | Technical Tutorials | Comprehensive guide on developing websites using the Python Flask web application framework. Suitable for beginners with basic Python knowledge.                                                                                              |\n|      73 | [Django RESTful Web Services](https://getvm.io/tutorials/django-restful-web-services)                                                                                                                                   | Technical Tutorials | Comprehensive guide to building RESTful web services using Django, covering API development, authentication, serialization, and testing with practical examples and best practices.                                                           |\n|      74 | [Django Rest Framework](https://getvm.io/tutorials/django-rest-framework)                                                                                                                                               | Technical Tutorials | Comprehensive guide to Django Rest Framework for Python developers, covering web development and robust API creation.                                                                                                                         |\n|      75 | [Tiny Python 3.6 Notebook](https://getvm.io/tutorials/tiny-python-3-6-notebook)                                                                                                                                         | Technical Tutorials | Comprehensive Python 3.6 guide for beginners and experienced programmers. Covers syntax, data structures, and common programming tasks.                                                                                                       |\n|      76 | [Think Python 2nd Edition](https://getvm.io/tutorials/think-python-2nd-edition)                                                                                                                                         | Technical Tutorials | Comprehensive guide to learning Python programming, covering fundamental concepts and practical application in computer science.                                                                                                              |\n|      77 | [The Python Handbook](https://getvm.io/tutorials/the-python-handbook)                                                                                                                                                   | Technical Tutorials | The Python Handbook by Flavio Copes is a comprehensive guide to Python programming, covering syntax, data structures, and best practices. Suitable for beginners and experienced developers.                                                  |\n|      78 | [The Python Coding Book](https://getvm.io/tutorials/the-python-coding-book)                                                                                                                                             | Technical Tutorials | Comprehensive guide to Python programming, covering data structures, algorithms, and software development. Focuses on real understanding of programming concepts.                                                                             |\n|      79 | [The Coders Apprentice: Learning Programming with Python 3](https://getvm.io/tutorials/the-coders-apprentice-learning-programming-with-python-3)                                                                        | Technical Tutorials | Learn Python 3 programming from scratch with The Coder's Apprentice, a beginner-friendly book that covers coding concepts and language basics through hands-on exercises.                                                                     |\n|      80 | [Text Processing in Python](https://getvm.io/tutorials/text-processing-in-python)                                                                                                                                       | Technical Tutorials | Comprehensive guide to working with text data in Python, covering string manipulation, regular expressions, text parsing, and natural language processing.                                                                                    |\n|      81 | [Software Design by Example: A Tool-Based Introduction with Python](https://getvm.io/tutorials/software-design-by-example-a-tool-based-introduction-with-python)                                                        | Technical Tutorials | Comprehensive guide to software design using Python, with a focus on practical examples and tools. Covers objects, classes, pattern matching, parsing, and more.                                                                              |\n|      82 | [Python Tutorial](https://getvm.io/tutorials/python-tutorial)                                                                                                                                                           | Technical Tutorials | Comprehensive Python tutorial covering basic to advanced concepts, suitable for beginners to become software engineers. Learn Python's applications in ML, AI, web development, and more.                                                     |\n|      83 | [Python Programming Exercises, Gently Explained](https://getvm.io/tutorials/python-programming-exercises-gently-explained)                                                                                              | Technical Tutorials | Comprehensive Python programming course with practical exercises and step-by-step guidance for beginners.                                                                                                                                     |\n|      84 | [Python Programming And Numerical Methods: A Guide For Engineers And Scientists](https://getvm.io/tutorials/python-programming-and-numerical-methods-a-guide-for-engineers-and-scientists)                              | Technical Tutorials | Comprehensive Python programming and numerical methods course for engineers and scientists. Covers a wide range of topics from basics to advanced techniques.                                                                                 |\n|      85 | [Python Programming](https://getvm.io/tutorials/python-programming)                                                                                                                                                     | Technical Tutorials | Comprehensive Python Programming book covering Python 3.x and 2.x, with information on different Python implementations. Suitable for beginners to experienced developers.                                                                    |\n|      86 | [Python Notes for Professionals](https://getvm.io/tutorials/python-notes-for-professionals)                                                                                                                             | Technical Tutorials | Comprehensive Python programming guide covering data types, web development, parallel computing and more. Practical examples and code snippets for learners and professionals.                                                                |\n|      87 | [Python for Informatics: Exploring Information](https://getvm.io/tutorials/python-for-informatics-exploring-information)                                                                                                | Technical Tutorials | Informatics-oriented introduction to Python programming with a focus on data analysis and real-world problem-solving. Suitable for beginners and experienced programmers.                                                                     |\n|      88 | [Python Data Science Handbook](https://getvm.io/tutorials/python-data-science-handbook)                                                                                                                                 | Technical Tutorials | Comprehensive guide to using Python for data science, covering data analysis, machine learning, and visualization with practical examples and tutorials.                                                                                      |\n|      89 | [Python 101](https://getvm.io/tutorials/python-101)                                                                                                                                                                     | Technical Tutorials | Discover the fundamentals of Python programming with Python 101, a beginner-friendly book covering Python 3 from start to finish.                                                                                                             |\n|      90 | [Problem Solving with Algorithms and Data Structures using Python](https://getvm.io/tutorials/problem-solving-with-algorithms-and-data-structures-using-python)                                                         | Technical Tutorials | Comprehensive guide to Python programming, algorithms, and data structures. Covers fundamental computer science concepts with practical examples and exercises for problem-solving.                                                           |\n|      91 | [Pro Python Advanced coding techniques and tools](https://getvm.io/tutorials/pro-python-advanced-coding-techniques-and-tools)                                                                                           | Technical Tutorials | Comprehensive guide to advanced Python programming, covering techniques, tools, and best practices for experienced developers.                                                                                                                |\n|      92 | [Practical Programming in Python](https://getvm.io/tutorials/practical-programming-in-python)                                                                                                                           | Technical Tutorials | Learn Python programming with a focus on practical applications and problem-solving. Suitable for beginners and intermediate programmers.                                                                                                     |\n|      93 | [Non-Programmers Tutorial for Python 3](https://getvm.io/tutorials/non-programmers-tutorial-for-python-3)                                                                                                               | Technical Tutorials | Learn Python 3 programming from scratch with this beginner-friendly guide. Covers fundamental concepts, syntax, and practical examples for hands-on learning.                                                                                 |\n|      94 | [Modeling and Simulation in Python](https://getvm.io/tutorials/modeling-and-simulation-in-python)                                                                                                                       | Technical Tutorials | Explore physical modeling and simulation with Python. Learn discrete models, first-order and second-order systems, and work with real-world applications.                                                                                     |\n|      95 | [Making Games with Python \u0026 Pygame](https://getvm.io/tutorials/making-games-with-python-pygame)                                                                                                                         | Technical Tutorials | Learn game development using Python and Pygame. Work through 10 detailed chapters covering various game genres with downloadable source code and online tools.                                                                                |\n|      96 | [Learn Python Programming, Second Edition](https://getvm.io/tutorials/learn-python-programming-second-edition)                                                                                                          | Technical Tutorials | Comprehensive introduction to Python programming for beginners and those with some coding experience. Covers Python's characteristics, ecosystem, and fundamental programming concepts.                                                       |\n|      97 | [Learn Python in Y minutes](https://getvm.io/tutorials/learn-python-in-y-minutes)                                                                                                                                       | Technical Tutorials | Quickly learn the fundamentals of Python programming with this concise and easy-to-understand introduction to the language. Ideal for beginners looking to start coding.                                                                      |\n|      98 | [Learn Python 3](https://getvm.io/tutorials/learn-python-3)                                                                                                                                                             | Technical Tutorials | Dive into the world of Python 3 programming with this free and open-source book. Suitable for beginners, it covers the fundamentals and provides a solid foundation for further learning and development.                                     |\n|      99 | [Invent Your Own Computer Games With Python](https://getvm.io/tutorials/invent-your-own-computer-games-with-python)                                                                                                     | Technical Tutorials | Learn how to create your own computer games using Python. Suitable for beginners in programming and game design.                                                                                                                              |\n|     100 | [Introduction to Scientific Programming with Python](https://getvm.io/tutorials/introduction-to-scientific-programming-with-python)                                                                                     | Technical Tutorials | Comprehensive Python course covering key concepts and techniques for scientific programming, data analysis, and computational science.                                                                                                        |\n|     101 | [Introduction to Python](https://getvm.io/tutorials/introduction-to-python)                                                                                                                                             | Technical Tutorials | Comprehensive Python course for beginners, covering fundamentals like variables, data structures, and programming concepts. Hands-on coding and practical examples make it easy to start writing Python.                                      |\n|     102 | [Introduction to Programming Using Python](https://getvm.io/tutorials/introduction-to-programming-using-python)                                                                                                         | Technical Tutorials | Comprehensive Python programming course for beginners, covering the fundamentals of Python syntax and concepts with hands-on exercises and examples.                                                                                          |\n|     103 | [Intermediate Python](https://getvm.io/tutorials/intermediate-python)                                                                                                                                                   | Technical Tutorials | Comprehensive guide to intermediate-level Python programming, covering advanced topics and techniques for Python development. Suitable for beginners, intermediate, and advanced programmers.                                                 |\n|     104 | [How to Think Like a Computer Scientist: Learning with Python 2nd Edition](https://getvm.io/tutorials/how-to-think-like-a-computer-scientist-learning-with-python-2nd-edition)                                          | Technical Tutorials | Comprehensive guide to Python programming and computer science fundamentals, focusing on problem-solving and critical thinking skills. Suitable for beginners with no prior experience.                                                       |\n|     105 | [How to Think Like a Computer Scientist: Learning with Python, Interactive Edition](https://getvm.io/tutorials/how-to-think-like-a-computer-scientist-learning-with-python-interactive-edition)                         | Technical Tutorials | Comprehensive guide to computer science and Python programming, offering interactive learning experiences for beginners and advanced learners.                                                                                                |\n|     106 | [Learn Python 3 Programming](https://getvm.io/tutorials/how-to-code-in-python-3)                                                                                                                                        | Technical Tutorials | Comprehensive Python 3 programming course for beginners, covering fundamentals, hands-on examples, and object-oriented programming.                                                                                                           |\n|     107 | [Fundamentals of  Python Programming](https://getvm.io/tutorials/fundamentals-of-python-programming)                                                                                                                    | Technical Tutorials | Master the fundamentals of Python programming and build a strong foundation in coding. Ideal for beginners, this course covers essential concepts and practical applications.                                                                 |\n|     108 | [From Python to NumPy](https://getvm.io/tutorials/from-python-to-numpy)                                                                                                                                                 | Technical Tutorials | Transition from Python to NumPy for data science and numerical computing. Explore NumPy's functionality and applications in data analysis and scientific computing.                                                                           |\n|     109 | [Dive Into Python 3](https://getvm.io/tutorials/dive-into-python-3)                                                                                                                                                     | Technical Tutorials | Dive into Python 3 is a comprehensive guide to Python 3 programming, covering a wide range of topics from basic syntax to advanced features. Ideal for beginners and experienced programmers.                                                 |\n|     110 | [Data Structures and Algorithms in Python](https://getvm.io/tutorials/data-structures-and-algorithms-in-python)                                                                                                         | Technical Tutorials | Comprehensive guide to understanding and implementing data structures and algorithms using Python programming language. Suitable for beginners and experienced programmers.                                                                   |\n|     111 | [Cracking Codes with Python](https://getvm.io/tutorials/cracking-codes-with-python)                                                                                                                                     | Technical Tutorials | Explore the art of code-breaking and encryption using Python. Suitable for programming and cryptography enthusiasts.                                                                                                                          |\n|     112 | [Building Skills in Python](https://getvm.io/tutorials/building-skills-in-python)                                                                                                                                       | Technical Tutorials | Comprehensive Python programming course covering syntax, techniques, and practical examples to build strong Python foundations.                                                                                                               |\n|     113 | [Beyond the Basic Stuff with Python](https://getvm.io/tutorials/beyond-the-basic-stuff-with-python)                                                                                                                     | Technical Tutorials | Comprehensive guide to intermediate Python topics and programming techniques, offering deeper understanding of Python development.                                                                                                            |\n|     114 | [Beejs Guide to Python Programming - For Beginners](https://getvm.io/tutorials/beejs-guide-to-python-programming-for-beginners)                                                                                         | Technical Tutorials | Comprehensive guide on Python Programming for Absolute Beginners, covering a wide range of topics and providing valuable resources.                                                                                                           |\n|     115 | [Automate the Boring Stuff with Python, 2nd Edition: Practical Programming for Total Beginners](https://getvm.io/tutorials/automate-the-boring-stuff-with-python-2nd-edition-practical-programming-for-total-beginners) | Technical Tutorials | Learn how to use Python to automate repetitive tasks and boost your productivity. Practical programming guide for total beginners with no prior coding experience.                                                                            |\n|     116 | [Architecture Patterns with Python](https://getvm.io/tutorials/architecture-patterns-with-python)                                                                                                                       | Technical Tutorials | Explore software architecture patterns and design principles using Python. Covers Hexagonal Architecture, Ports and Adapters, and Functional Core, Imperative Shell.                                                                          |\n|     117 | [A Practical Introduction to Python Programming](https://getvm.io/tutorials/a-practical-introduction-to-python-programming)                                                                                             | Technical Tutorials | Comprehensive Python programming guide covering basics to advanced topics, with hands-on examples and exercises for efficient learning.                                                                                                       |\n|     118 | [Secure Programming HOWTO - Creating Secure Software](https://getvm.io/tutorials/secure-programming-howto-creating-secure-software)                                                                                     | Technical Tutorials | Comprehensive guide on creating secure software, covering best practices for C, C++, Java, Perl, Python, and more. Highly recommended for software developers.                                                                                |\n|     119 | [Go for Python Programmers](https://getvm.io/tutorials/go-for-python-programmers)                                                                                                                                       | Technical Tutorials | Learn the Go programming language with this comprehensive guide designed for experienced Python programmers. Authored by Jason McVetta, this course covers installation, setup, and key Go features.                                          |\n|     120 | [Programming Differential Privacy](https://getvm.io/tutorials/programming-differential-privacy)                                                                                                                         | Technical Tutorials | Comprehensive guide to programming differential privacy, using Python examples and interactive chapters. Suitable for computer science undergraduates.                                                                                        |\n|     121 | [Practical Cryptography for Developer](https://getvm.io/tutorials/practical-cryptography-for-developer)                                                                                                                 | Technical Tutorials | Comprehensive guide to cryptography, blockchain, and security for developers. Learn practical techniques, algorithms, and best practices for implementing secure applications.                                                                |\n|     122 | [Python Machine Learning Projects](https://getvm.io/tutorials/python-machine-learning-projects)                                                                                                                         | Technical Tutorials | Explore the application of Python in machine learning projects with this comprehensive guide, covering algorithms, tools, and real-world applications.                                                                                        |\n|     123 | [Machine Learning from Scratch](https://getvm.io/tutorials/machine-learning-from-scratch)                                                                                                                               | Technical Tutorials | Dive into the principles and algorithms of machine learning with \"Machine Learning From Scratch\" - a comprehensive guide for beginners and experienced practitioners alike.                                                                   |\n|     124 | [Free and Open Machine Learning](https://getvm.io/tutorials/free-and-open-machine-learning)                                                                                                                             | Technical Tutorials | Discover the power of open-source machine learning with this comprehensive guide, covering key concepts, architecture, and FOSS tools for practical business applications.                                                                    |\n|     125 | [Approaching Almost Any Machine Learning Problem](https://getvm.io/tutorials/approaching-almost-any-machine-learning-problem)                                                                                           | Technical Tutorials | Comprehensive guide to problem-solving approaches in machine learning, suitable for beginners and experienced practitioners. Covers a wide range of ML topics and techniques.                                                                 |\n|     126 | [A Programmers Guide to Data Mining](https://getvm.io/tutorials/a-programmers-guide-to-data-mining)                                                                                                                     | Technical Tutorials | Comprehensive guide to data mining techniques, including recommendation systems, classification, and clustering. Beginner-friendly introduction for programmers with hands-on exercises and Python code.                                      |\n|     127 | [Python Tutorial For Beginners](https://getvm.io/tutorials/python-tutorial-for-beginners)                                                                                                                               | Video Courses       | Learn Python fundamentals, installation, and setup for beginners. Explore the interactive prompt, create and run your first Python script. Ideal for new programmers.                                                                         |\n|     128 | [Learn Python Basics](https://getvm.io/tutorials/learn-python-basics)                                                                                                                                                   | Technical Tutorials | Dive into the world of programming with Python, a beginner-friendly language. Explore its readability, versatility, and robust community support.                                                                                             |\n|     129 | [Automate the boring stuff with Python](https://getvm.io/tutorials/automate-the-boring-stuff-with-python)                                                                                                               | Technical Tutorials | Learn how to use Python to automate tedious tasks like file renaming, spreadsheet updating, web scraping, and more. No prior programming experience required.                                                                                 |\n|     130 | [Programming, Data Structures \u0026 Algorithms in Python](https://getvm.io/tutorials/programming-data-structures-and-algorithms-in-python-iit-madras)                                                                       | University Courses  | Comprehensive Python course covering programming, data structures, and algorithms from prestigious IIT Madras. Ideal for beginners and experienced programmers.                                                                               |\n|     131 | [Programming and Data Structures with Python](https://getvm.io/tutorials/programming-and-data-structures-with-python-2021-2022-sem-i-by-prof-madhavan-mukund-cmi)                                                       | University Courses  | Comprehensive Python programming and data structures course by experienced instructor Prof. Madhavan Mukund from CMI.                                                                                                                         |\n|     132 | [Introduction to Artificial Intelligence](https://getvm.io/tutorials/cs-188-introduction-to-artificial-intelligence-uc-berkeley-spring-2023)                                                                            | University Courses  | Comprehensive course covering fundamental AI concepts and techniques, with hands-on programming assignments and real-world applications.                                                                                                      |\n|     133 | [Deep Learning Applications](https://getvm.io/tutorials/t81-558-applications-of-deep-neural-networks-by-jeff-heaton-2022-washington-university-in-st-louis)                                                             | University Courses  | Explore the latest advancements in deep learning and its practical applications in computer vision, time series, security, NLP, and data generation.                                                                                          |\n|     134 | [Introduction to Artificial Intelligence](https://getvm.io/tutorials/cs-5804-introduction-to-artificial-intelligence-spring-2015)                                                                                       | University Courses  | Comprehensive AI course covering search, knowledge representation, reasoning, machine learning, and natural language processing. Hands-on experience with cutting-edge AI algorithms and applications.                                        |\n|     135 | [Artificial Intelligence](https://getvm.io/tutorials/artificial-intelligence-hochschule-ravensburg-weingarten)                                                                                                          | University Courses  | Comprehensive overview of AI principles, hands-on experience with algorithms, and insights into the ethical implications of Artificial Intelligence.                                                                                          |\n|     136 | [CPython Internals: A Comprehensive Codewalk](https://getvm.io/tutorials/csc-253-cpython-internals-a-ten-hour-codewalk-through-the-python-interpreter-source-code-university-of-rochester)                              | University Courses  | Explore the inner workings of the CPython interpreter, the most widely used implementation of the Python programming language, through a 10-hour code walkthrough.                                                                            |\n|     137 | [Digital Image Processing I](https://getvm.io/tutorials/ee637-digital-image-processing-i-purdue-university)                                                                                                             | University Courses  | Comprehensive graduate-level course on digital image processing, taught by renowned expert Professor Charles A. Bouman. Hands-on Python labs, access to video lectures, and exploration of the latest research.                               |\n|     138 | [Image Processing and Analysis](https://getvm.io/tutorials/image-processing-and-analysis-uc-davis)                                                                                                                      | University Courses  | Comprehensive course on image processing and analysis techniques, including hands-on exercises using Python and OpenCV. Taught by experienced instructors from UC Davis.                                                                      |\n|     139 | [Photogrammetry 1 Course](https://getvm.io/tutorials/photogrammetry-1-course-2020-university-of-bonn)                                                                                                                   | University Courses  | Comprehensive introduction to photogrammetry, covering camera basics, image processing, geometric transformations, and more. Hands-on learning with Python and Jupyter Notebook.                                                              |\n|     140 | [Deep Learning from the Foundations](https://getvm.io/tutorials/part-2-deep-learning-from-the-foundations-fastai)                                                                                                       | University Courses  | Gain a deep understanding of deep learning foundations and learn how to implement state-of-the-art models from scratch with fast.ai Part 2.                                                                                                   |\n|     141 | [Introduction to Deep Learning](https://getvm.io/tutorials/6s191-introduction-to-deep-learning-mit)                                                                                                                     | University Courses  | Dive into the fundamentals of deep learning with MIT's intensive bootcamp, covering cutting-edge topics in computer vision, natural language processing, and more.                                                                            |\n|     142 | [Deep Learning](https://getvm.io/tutorials/stat-157-deep-learning-2019-uc-berkeley)                                                                                                                                     | University Courses  | Comprehensive deep learning course from UC Berkeley covering neural networks, optimization, and real-world applications. Hands-on coding and experienced instructors.                                                                         |\n|     143 | [Statistical Learning in Practice](https://getvm.io/tutorials/cambridge-statistical-learning-in-practice-2021-by-alberto-j-coca)                                                                                        | University Courses  | Practical introduction to statistical learning techniques, covering linear regression to advanced methods like tree-based models and SVMs. Hands-on exercises and expert instruction.                                                         |\n|     144 | [Reinforcement Learning Course](https://getvm.io/tutorials/reinforcement-learning-course-at-asu-spring-2022)                                                                                                            | University Courses  | Comprehensive Reinforcement Learning Course at Arizona State University (ASU) covering algorithms, deep RL, and real-world applications.                                                                                                      |\n|     145 | [Learning with Big Messy Data](https://getvm.io/tutorials/orie-47415741-learning-with-big-messy-data-cornell)                                                                                                           | University Courses  | Explore a wide range of machine learning and data analysis topics, including exploratory data analysis, linear regression, and feature engineering, with hands-on experience on real-world datasets.                                          |\n|     146 | [Probabilistic Graphical Models](https://getvm.io/tutorials/mooc-probabilistic-graphical-models-coursera)                                                                                                               | University Courses  | Learn the fundamental concepts and techniques of probabilistic graphical models, a powerful tool for representing and reasoning about uncertainty in complex systems.                                                                         |\n|     147 | [Introduction to Machine Learning](https://getvm.io/tutorials/introduction-to-machine-learning-iit-madras)                                                                                                              | University Courses  | Comprehensive machine learning course from IIT Madras, covering supervised, unsupervised learning, regression, classification, and more. Ideal for beginners and experienced learners.                                                        |\n|     148 | [Introduction to Data-Centric AI](https://getvm.io/tutorials/introduction-to-data-centric-ai-mit)                                                                                                                       | University Courses  | Discover practical techniques to improve dataset quality and boost real-world machine learning performance with this first-ever Data-Centric AI course from MIT.                                                                              |\n|     149 | [Computational Thinking \u0026 Data Science](https://getvm.io/tutorials/60002-introduction-to-computational-thinking-and-data-science-mit-ocw)                                                                               | University Courses  | Explore fundamental computer science and data science concepts with Python programming for data analysis and problem-solving. Suitable for beginners and experienced learners.                                                                |\n|     150 | [Probabilistic Graphical Models](https://getvm.io/tutorials/probabilistic-graphical-models-spring-2018-notre-dame)                                                                                                      | University Courses  | Comprehensive introduction to probabilistic graphical models, covering theory, algorithms, and real-world applications in machine learning, computer vision, and natural language processing.                                                 |\n|     151 | [Markov Chains \u0026 Algorithmic Applications](https://getvm.io/tutorials/epfl-com-516-markov-chains-and-algorithmic-applications-spring-2020-by-olivier-leveque)                                                           | University Courses  | Comprehensive course on Markov chains and their algorithmic applications, taught by Olivier Leveque at EPFL. Covers stationary distributions, ergodicity, and real-world problem-solving.                                                     |\n|     152 | [Foundations of Reinforcement Learning](https://getvm.io/tutorials/ece524-foundations-of-reinforcement-learning-at-princeton-university-spring-2024)                                                                    | University Courses  | Comprehensive introduction to the fundamentals of reinforcement learning, including Markov decision processes, dynamic programming, and temporal-difference learning.                                                                         |\n|     153 | [Intro to Machine Learning](https://getvm.io/tutorials/intro-to-machine-learning-and-statistical-pattern-classification-prof-sebastian-raschka)                                                                         | University Courses  | Comprehensive introduction to machine learning and statistical pattern classification, combining theoretical foundations with practical hands-on experience using Python.                                                                     |\n|     154 | [Data Science](https://getvm.io/tutorials/cse519-data-science-fall-2016-skiena-sbu)                                                                                                                                     | University Courses  | Comprehensive data science course covering data collection, preprocessing, analysis, and visualization. Taught by renowned expert Steven Skiena at Stony Brook University.                                                                    |\n|     155 | [Python and Machine Learning](https://getvm.io/tutorials/python-and-machine-learning-stanford-crowd-course-initiative)                                                                                                  | University Courses  | Comprehensive Python programming and machine learning course from Stanford Crowd Course Initiative. Gain practical experience in building and deploying ML models.                                                                            |\n|     156 | [Statistical Learning with Python](https://getvm.io/tutorials/statistical-learning-with-python-stanford-online)                                                                                                         | University Courses  | Comprehensive introduction to statistical learning techniques, with hands-on Python implementations and emphasis on theory and practical applications.                                                                                        |\n|     157 | [Data Science Foundations](https://getvm.io/tutorials/data-8-the-foundations-of-data-science-uc-berkeley)                                                                                                               | University Courses  | Explore the foundations of data science with the UC Berkeley Data 8 course, combining inferential thinking, computational thinking, and real-world relevance.                                                                                 |\n|     158 | [Data Science](https://getvm.io/tutorials/data-100-summer-19-uc-berkeley)                                                                                                                                               | University Courses  | Comprehensive video series covering data preprocessing, exploratory analysis, statistical modeling, and machine learning from experienced UC Berkeley instructors.                                                                            |\n|     159 | [Analyzing Big Data with Twitter](https://getvm.io/tutorials/info-290-analyzing-big-data-with-twitter-uc-berkeley-school-of-information)                                                                                | University Courses  | Gain hands-on experience in leveraging Twitter data to uncover insights and trends. Explore data analysis techniques, collaborate on real-world projects, and develop valuable data science skills.                                           |\n|     160 | [Machine Learning Part 1a](https://getvm.io/tutorials/mooc-machine-learning-part-1a-udacitygeorgia-tech)                                                                                                                | University Courses  | Gain a solid foundation in machine learning with this comprehensive Udacity/Georgia Tech course covering supervised learning, regression, and classification algorithms.                                                                      |\n|     161 | [Machine Learning](https://getvm.io/tutorials/machine-learning-pedro-domingos-university-of-washington)                                                                                                                 | University Courses  | Comprehensive introduction to machine learning techniques and algorithms, taught by Professor Pedro Domingos. Hands-on exercises, real-world case studies, and practical applications.                                                        |\n|     162 | [Reinforcement Learning](https://getvm.io/tutorials/cs885-reinforcement-learning-spring-2018-university-of-waterloo)                                                                                                    | University Courses  | Comprehensive course on reinforcement learning for AI, machine learning, and sequential decision-making problems. Covers core principles, algorithms, and real-world applications.                                                            |\n|     163 | [Introduction to Machine Learning for Coders](https://getvm.io/tutorials/introduction-to-machine-learning-for-coders)                                                                                                   | University Courses  | Comprehensive and practical learning experience in deep learning, empowering learners to start training models within minutes and apply deep learning to real-world problems.                                                                 |\n|     164 | [Machine Learning for Engineers 2022](https://getvm.io/tutorials/machine-learning-for-engineers-2022)                                                                                                                   | University Courses  | Gain practical experience in applying machine learning techniques to solve real-world engineering problems with this comprehensive course covering theory, applications, and hands-on projects.                                               |\n|     165 | [Introduction to Pattern Recognition \u0026 Machine Learning](https://getvm.io/tutorials/stats-c161c261-introduction-to-pattern-recognition-and-machine-learning-winter-2024)                                                | University Courses  | Comprehensive course covering fundamental machine learning concepts, algorithms, and real-world applications. Hands-on experience with Python and popular libraries.                                                                          |\n|     166 | [Reinforcement Learning](https://getvm.io/tutorials/ece-8851-reinforcement-learning)                                                                                                                                    | University Courses  | Comprehensive course on reinforcement learning, covering fundamental concepts, advanced algorithms, and real-world applications in AI, robotics, and more.                                                                                    |\n|     167 | [Natural Language Processing](https://getvm.io/tutorials/cs388-natural-language-processing-ut-austin)                                                                                                                   | University Courses  | Comprehensive online NLP course covering sentiment analysis, neural networks, word embeddings, and transformer language modeling. Includes hands-on coding assignments.                                                                       |\n|     168 | [Structural Analysis \u0026 Visualization of Networks](https://getvm.io/tutorials/structural-analysis-and-visualization-of-networks)                                                                                         | University Courses  | Comprehensive network science course covering network properties, models, centrality, community detection, and real-world applications. Hands-on labs using Python's NetworkX.                                                                |\n|     169 | [Intro to Computing](https://getvm.io/tutorials/cs-1301-intro-to-computing-gatech)                                                                                                                                      | University Courses  | Explore the fundamentals of computing and programming with Python in Georgia Tech's collaborative CS 1301 course, featuring hands-on activities and team-based learning.                                                                      |\n|     170 | [Introduction to Problem Solving and Programming](https://getvm.io/tutorials/introduction-to-problem-solving-and-programming-iit-kanpur)                                                                                | University Courses  | Comprehensive Python programming course covering problem-solving, data types, control structures, functions, and object-oriented programming. Suitable for beginners with no prior experience.                                                |\n|     171 | [Introduction to Computer Science and Programming in Python](https://getvm.io/tutorials/60001-introduction-to-computer-science-and-programming-in-python-mit-ocw)                                                       | University Courses  | Explore fundamental computer science and programming concepts with this comprehensive MIT OpenCourseWare course on Python.                                                                                                                    |\n|     172 | [Introduction to Computational Thinking](https://getvm.io/tutorials/introduction-to-computational-thinking-mit)                                                                                                         | University Courses  | Explore computational thinking and apply mathematical concepts to real-world problems with this interactive MIT online course.                                                                                                                |\n|     173 | [Electrical Engineering \u0026 Computer Science I](https://getvm.io/tutorials/601sc-introduction-to-electrical-engineering-and-computer-science-i-mit-ocw)                                                                   | University Courses  | Explore the fundamentals of electrical engineering and computer science with MIT OpenCourseWare's comprehensive course. Develop programming skills and gain insights from expert instructors.                                                 |\n|     174 | [Introduction to Programming with Arcade Games](https://getvm.io/tutorials/cmsc-150-introduction-to-programming-with-arcade-games-simpson-college)                                                                      | University Courses  | Learn to create your own arcade games with Python and Pygame. Covers programming fundamentals, game development techniques, and more.                                                                                                         |\n|     175 | [Structure \u0026 Interpretation of Computer Programs](https://getvm.io/tutorials/cs-61a-structure-and-interpretation-of-computer-programs)                                                                                  | University Courses  | Discover the fundamental concepts of computer programming with CS 61A, covering Python, functions, control structures, and more. Ideal for beginners and experienced learners.                                                                |\n|     176 | [Spatial Data Science](https://getvm.io/tutorials/spatial-data-science-autumn-2017-university-of-chicago)                                                                                                               | University Courses  | Explore the fundamental concepts and techniques of spatial data analysis with hands-on experience using cutting-edge software and programming languages.                                                                                      |\n|     177 | [CS50's Web Programming with Python \u0026 JavaScript](https://getvm.io/tutorials/cs50s-web-programming-with-python-and-javascript)                                                                                          | University Courses  | Dive deeper into web app design and implementation with Python, JavaScript, and SQL using Django, React, and Bootstrap. Gain hands-on experience in building and deploying web applications.                                                  |\n\n## More\n\n- [Free JavaScript Resources](https://github.com/getvmio/free-javascript-resources)\n- [Free HTML Resources](https://github.com/getvmio/free-html-resources)\n- [Free R Resources](https://github.com/getvmio/free-r-resources)\n- [Free Java Resources](https://github.com/getvmio/free-java-resources)\n- [Free Neural Networks Resources](https://github.com/getvmio/free-neural-networks-resources)\n- [Free Natural Language Processing Resources](https://github.com/getvmio/free-natural-language-processing-resources)\n- [Free Computer Science Resources](https://github.com/getvmio/free-computer-science-resources)\n- [Free React Resources](https://github.com/getvmio/free-react-resources)\n- [Free Security Resources](https://github.com/getvmio/free-security-resources)\n- [Free Node.js Resources](https://github.com/getvmio/free-node-js-resources)\n- [Free PyTorch 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