courses.md

Courses

• [Berkeley] Applied Natural Language Processing
• [Berkeley] CS294: Deep Reinforcement Learning
• [Berkeley] Stat212b：Topics Course on Deep Learning
• [CUHK] ELEG 5040: Advanced Topics in Signal Processing(Introduction to Deep Learning)
• [CMU] Deep Reinforcement Learning and Control
• [CMU] Introduction to Deep Learning
• [CMU] Neural networks for NLP
• [COMS] W4995 Applied Machine Learning Spring 2018
• [David Silver] RL Course
• [EE 227C]Convex Optimization and Approximation
• [Emory University] CS584: Deep Learning
• [Google] Udacity Deep Learning Online Course
• [Hinton] Neural Networks for Machine Learning
• [Hvass Laboratories] TensorFlow
• [INTEL] Deep Learning 501
• [Jeremy Howard] Deep Learning For Coders
• [MIT] Practical Deep LeTensorFlowarning For Coders
• [MIT] S099: Artificial General Intelligence
• [MIT] S094: Deep Learning for Self-Driving Cars
• [MIT] S191: Introduction to Deep Learning
• [Nvidia] Fundamentals of Accelerated Computing with CUDA C/C++
• [NYU] Deep Learning by Prof. Yann LeCun
• [Oxford] Deep Learning Course
• [Oxford] Deep Learning by Prof. Nando de Freitas
• [Paris Saclay]Deep Learning course: lecture slides and lab notebooks
• [Stanford] CS231n: Convolutional Neural Networks for Visual Recognition
• [Stanford] CS20SI: Tensorflow for Deep Learning Research
• [Stanford] CS224n: Natural Language Processing with Deep Learning
• [Stanford] CS 228: Probabilistic Graphical Models
• [Stanford] CS 20: Tensorflow for Deep Learning Research
• [Stanford] STATS 385: Theories of Deep Learning
• [Toronto] CSC 2541 Fall 2016:Differentiable Inference and Generative Models
• [Utah] Applied Computational Genomics Course at UU
• [YouTube]OpenCV with Python for Image and Video Analysis
• Python for Data Analysis
• Statistical and Discrete Methods for Scientific Computing
• [ANDREW NG]deeplearning.ai
• [吴立德] 《深度学习课程》
• [李宏毅] Machine Learning and having it Deep and Structured
• [林轩田] 机器学习基石
• Introductory Machine Learning Algorithms in Python with scikit-learn
• [YouTube] Deep Learning Crash Course (2018)
• [liveVideo Course] AWS Machine LEarning in Motion (2018)
• [liveVideo Course] Reinforcement Learning in Motion