artificial-intelligence

Learn Artificial Intelligence

• Courses/Tutorials

  • MIT: Intro to Deep Learning - A seven day bootcamp designed in MIT to introduce deep learning methods and applications
  • Deep Blueberry: Deep Learning book - A free five-weekend plan to self-learners to learn the basics of deep-learning architectures like CNNs, LSTMs, RNNs, VAEs, GANs, DQN, A3C and more
  • Spinning Up in Deep Reinforcement Learning - A free deep reinforcement learning course by OpenAI
  • MIT Artifical Intelligence Videos - MIT AI Course
  • Grokking Deep Learning in Motion - Beginner's course to learn deep learning and neural networks without frameworks.
  • Intro to Artificial Intelligence - Learn the Fundamentals of AI. Course run by Peter Norvig
  • EdX Artificial Intelligence - The course will introduce the basic ideas and techniques underlying the design of intelligent computer systems
  • Artificial Intelligence For Robotics - This class will teach you basic methods in Artificial Intelligence, including: probabilistic inference, planning and search, localization, tracking and control, all with a focus on robotics
  • Machine Learning - Basic machine learning algorithms for supervised and unsupervised learning
  • Neural Networks For Machine Learning - Algorithmic and practical tricks for artifical neural networks.
  • Deep Learning - An Introductory course to the world of Deep Learning.
  • Stanford Statistical Learning - Introductory course on machine learning focusing on: linear and polynomial regression, logistic regression and linear discriminant analysis; cross-validation and the bootstrap, model selection and regularization methods (ridge and lasso); nonlinear models, splines and generalized additive models; tree-based methods, random forests and boosting; support-vector machines.
  • Knowledge Based Artificial Intelligence - Georgia Tech's course on Artificial Intelligence focussing on Symbolic AI.
  • Deep RL Bootcamp Lectures - Deep Reinforcement Bootcamp Lectures - August 2017
  • Machine Learning Crash Course By Google Machine Learning Crash Course features a series of lessons with video lectures, real-world case studies, and hands-on practice exercises.
  • Python Class By Google This is a free class for people with a little bit of programming experience who want to learn Python. The class includes written materials, lecture videos, and lots of code exercises to practice Python coding.
  • Deep Learning Crash Course In this liveVideo course, machine learning expert Oliver Zeigermann teaches you the basics of deep learning.
  • Deep Learning - Goodfellow, Bengio and Courville's introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives.
  • The Elements of Statistical Learning: Data Mining, Inference, and Prediction - Hastie and Tibshirani cover a broad range of topics, from supervised learning (prediction) to unsupervised learning including neural networks, support vector machines, classification trees and boosting---the first comprehensive treatment of this topic in any book.
  • Elements of AI (Part 1) - Reaktor/University of Helsinki - An Introduction to AI is a free online course for everyone interested in learning what AI is, what is possible (and not possible) with AI, and how it affects our lives – with no complicated math or programming required.
  • Kaggle's micro courses - A series of micro courses by offering practical and hands-on knowledge ranging from Python to Deep Learning.