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Learning Resources

Online Courses

  • https://www.coursera.org/
  • https://www.edx.org/
  • https://www.udemy.com/
  • https://deeplearning.mit.edu/
  • Introduction to Machine Learning (CMU)
  • Fast AI

    • Books

  • Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems
  • The Hundred-Page Machine Learning Book
  • Dive into Deep Learning (Free)

    • Online Guides

  • https://machinelearningmastery.com/
  • Full Stack Deep Learning
  • TensorFlow, Keras and deep learning, without a PhD
  • Introduction to the TensorFlow Challenges

    • Easy to Read Notes

  • Data Science Cheatsheet
  • Machine Learning Flashcards

    • Machine Learning Tools

  • ML Libraries for Projects
  • Visualization Tools From Google

    • Example Projects

  • https://github.com/NirantK/awesome-project-ideas
  • I made an AI that can drive in a real racing game
  • IRL to Anime with Cartoonization AI?
  • Trained a Sub-Zero bot for Mortal Kombat II using PPO2. Here's a single-player run against the first 5 opponents.
  • Using oil portraits and First Order Model to bring the paintings back to life

    • Podcasts

  • Lex Fridman
  • Data Skeptic
  • Talking Machines
  • The TWIML AI Podcast

    • Blogs

  • https://www.inference.vc/
  • http://www.offconvex.org/
  • What are the best, regularly updated machine learning blogs or resources available?

    • Academic Research

  • https://www.connectedpapers.com/
  • https://paperswithcode.com/
  • http://www.arxiv-sanity.com/
  • https://www.paperdigest.org/
  • https://deepai.org/
  • Industry research groups and prominent research scholars are very popular and active on Twitter.
  • Two Minute Papers

    • Free Computing Resources

  • https://gradient.paperspace.com/free-gpu
  • Google Colab

    • Other

  • https://www.reddit.com/r/machinelearning