Giant List of AI/Machine Learning Education

There is no doubt about the global interest in AI/machine learning. We’ve all been watching movies about it for decades, so it comes as no surprise that there is a lot of money being thrown at the industry. Big tech is spearheading R&D, but these days anyone can educate themselves & make waves in the industry. Here is a curated selection of (mostly) free videos, lectures, papers & courses to get you started.

Download as PDF

1. AI2 https://www.youtube.com/channel/UCEqgmyWChwvt6MFGGlmUQCQ
2. Andrew Ng deeplearning.ai https://www.deeplearning.ai
3. Artificial Intelligence – Topic https://www.youtube.com/channel/UC9pXDvrYYsHuDkauM2fLllQ
4. CaltechX Learning From Data – Introductory Machine Learning https://www.edx.org/course/learning-from-data-introductory-machine-learning
5. Coursera Machine Learning https://www.coursera.org/learn/machine-learning
6. Coursera Machine Learning Specialization https://www.coursera.org/specializations/machine-learning
7. Data School https://www.youtube.com/user/dataschool
8. DeepLearning.TV https://www.youtube.com/channel/UC9OeZkIwhzfv-_Cb7fCikLQ
9. EdX Artificial Intelligence Courses https://www.edx.org/learn/artificial-intelligence
10. Fast.ai https://www.fast.ai & https://course.fast.ai
11. Gareth James An Introduction to Statistical Learning http://faculty.marshall.usc.edu/gareth-james/ISL
12. Geoffrey Hinton Neural Networks for Machine Learning https://www.youtube.com/watch?list=PLoRl3Ht4JOcdU872GhiYWf6jwrk_SNhz9&v=cbeTc-Urqak
13. Georgia Tech Artificial Intelligence for Robotics https://eu.udacity.com/course/artificial-intelligence-for-robotics–cs373
14. Google Learning https://ai.google/education
15. Google Machine Learning Crash Course https://developers.google.com/machine-learning/crash-course
16. Google TensorFlow, Keras & deep learning, Without a PhD https://codelabs.developers.google.com/codelabs/cloud-tensorflow-mnist
17. Google Python Class https://developers.google.com/edu/python
18. Hugo Larochelle’s Neural Network Videos https://www.youtube.com/watch?list=PL6Xpj9I5qXYEcOhn7TqghAJ6NAPrNmUBH&v=SGZ6BttHMPw
19. James McCaffrey’s Data Science Lab https://visualstudiomagazine.com/Articles/List/Neural-Network-Lab.aspx
20. Justin Johnson Derivatives, Backpropagation & Vectorization http://cs231n.stanford.edu/handouts/derivatives.pdf
21. Kahn Academy Differential Calculus https://www.khanacademy.org/math/differential-calculus
22. Larry Wasserman All of Statistics: A Concise Course in Statistical Inference http://www.ic.unicamp.br/~wainer/cursos/1s2013/ml/livro.pdf
23. Larry Wasserman Statistical Methods for Machine Learning https://www.youtube.com/watch?list=PLTB9VQq8WiaCBK2XrtYn5t9uuPdsNm7YE&v=zcMnu-3wkWo
24. Learning Machines 101 https://www.learningmachines101.com
25. Linear Digressions https://podcasts.apple.com/us/podcast/linear-digressions/id941219323
26. Machine Learning at Berkeley https://www.youtube.com/channel/UCXweTmAk9K-Uo9R6SmfGtjg
27. Machine Learning for Kids https://machinelearningforkids.co.uk
28. Machine Learning Guide http://ocdevel.com/mlg
29. Machine Learning Recipes with Josh Gordon https://www.youtube.com/playlist?list=PLOU2XLYxmsIIuiBfYad6rFYQU_jL2ryal
30. Machine Learning TV https://www.youtube.com/channel/UChIaUcs3tho6XhyU6K6KMrw
31. Mathmaticalmonk Machine Learning https://www.youtube.com/playlist?list=PLD0F06AA0D2E8FFBA
32. Michael Nielson Neural Networks & Deep Learning http://neuralnetworksanddeeplearning.com
33. Microsoft Professional Program for Artificial Intelligence https://academy.microsoft.com/en-us/professional-program/tracks/artificial-intelligence
34. MIT Artificial Intelligence Class https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-034-artificial-intelligence-fall-2010/index.htm
35. MIT DeepLearning Book http://www.deeplearningbook.org
36. MIT Introduction to Probability & Statistics https://ocw.mit.edu/courses/mathematics/18-05-introduction-to-probability-and-statistics-spring-2014/index.htm
37. MIT Linear Algebra https://ocw.mit.edu/courses/mathematics/18-06-linear-algebra-spring-2010/index.htm
38. Oxford Deep NLP https://github.com/oxford-cs-deepnlp-2017/lectures
39. Peter Norvig Paradigms of Artificial Intelligence Programming https://github.com/norvig/paip-lisp
40. Quora Artificial General Intelligence https://www.quora.com/topic/Artificial-General-Intelligence
41. Quora Artificial Intelligence https://www.quora.com/topic/Artificial-Intelligence
42. Quora Classification Machine Learning https://www.quora.com/topic/Classification-machine-learning
43. Quora Deep Learning https://www.quora.com/topic/Deep-Learning
44. Quora Machine Learning https://www.quora.com/topic/Machine-Learning
45. Quora Natural Language Processing https://www.quora.com/topic/Natural-Language-Processing
46. Reddit Artificial https://www.reddit.com/r/artificial
47. Reddit Data Science https://www.reddit.com/r/datascience
48. Reddit Learn Machine Learning https://www.reddit.com/r/learnmachinelearning
49. Reddit Machine Learning https://www.reddit.com/r/MachineLearning
50. Reddit ML Class https://www.reddit.com/r/mlclass
51. Reddit ML Papers https://www.reddit.com/r/mlpapers
52. Reddit ML Questions https://www.reddit.com/r/MLQuestions
53. Reddit Language Technology https://www.reddit.com/r/LanguageTechnology
54. Reddit Robotics https://www.reddit.com/r/robotics
55. Sentdex https://www.youtube.com/user/sentdex
56. Siraj Raval https://www.youtube.com/channel/UCWN3xxRkmTPmbKwht9FuE5A
57. Stanford CS231n: Convolutional Neural Networks for Visual Recognition https://www.youtube.com/watch?v=g-PvXUjD6qg&list=PLlJy-eBtNFt6EuMxFYRiNRS07MCWN5UIA
58. Stanford CS224n — Natural Language Processing with Deep Learning https://www.youtube.com/playlist?list=PL3FW7Lu3i5Jsnh1rnUwq_TcylNr7EkRe6
59. Talking Machines http://www.thetalkingmachines.com
60. TensorFlow Neural Network Playground http://playground.tensorflow.org
61. The AI Podcast https://blogs.nvidia.com/ai-podcast
62. This Week in Machine Learning & AI https://twimlai.com
63. Two Minute Papers https://www.youtube.com/user/keeroyz
64. Udacity Intro to TensorFlow for Deep Learning https://eu.udacity.com/course/intro-to-tensorflow-for-deep-learning–ud187
65. Udacity Intro to Machine Learning https://eu.udacity.com/course/intro-to-machine-learning–ud120
66. Understanding Machine Learning: From Theory to Algorithms http://www.cs.huji.ac.il/~shais/UnderstandingMachineLearning/copy.html
67. Zed Shaw Learn Python 3 the Hard Way https://learnpythonthehardway.org/python3 Let us know if we missed your favorite place to educate yourself about AI/machine learning.

This data is from Vuild’s list of AI/machine learning education. Please visit vuild.com for more.