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