【France‧Provence】碧泉村 沃克呂茲泉Fontaine-de-Vaucluse

碧泉村是位於普羅旺斯區的一個小鎮，許多觀光客都慕名而來，從亞維農往碧泉村的路上，開到後段D25公路部分途中會看到這座橋，代表碧泉村就快到了

Top Online Courses for Deep Learning

Here are some pretty neat and famous open courses I've collected for deep learning and others. I have been watching some of these lectures. Still keep going on it. This is going to be also helpful for those who are eager to learn the state-of-the-art stuff or to build strong foundations of computer science. I will manage to keep this up-to-date and add more popular courses.

Update 07.03.2018
Update 16.03.2018 Add MIT 6.S191 Introduction to Deep Learning
Update 12.04.2018 Add Kaggle - Hands-On Data Science Education
                           Add Microsoft Professional Program
                           Add Neural Network Design

Online Courses

Artificial Intelligence / Machine Learning / Deep Learning

• Andrew Ng
• AI for everyone
• MIT
• A collection of MIT courses and lectures on deep learning.
• 6.034: Artificial Intelligence 2010  |  Lecture Videos  (Algorithms for AI)  👍
• 6.S099: Artificial General Intelligence
• 6.S191: Introduction to Deep Learning (new)
• Coursera 
• Stanford: Machine Learning  
• DeepLearning.ai: Deep Learning Specialization   |  Lecture Videos (5 courses)  
• Geoffrey Hinton: Neural Networks for Machine Learning
• Udacity 
• Google: Deep Learning
• Georgia Tech: Machine Learning for Trading  |  Lecture Notes 
• Stanford 
• CS229: Machine Learning  |  Lecture Videos
• Oxford
• Nando de Freitas: Deep Learning  |  Lecture Videos (2015)
• Fast.AI  
• Deep Learning For Coders part 1 (lesson 1-7)  |  part 2 (lesson 8-14)
• Google (**new**)  👍
• Learning with Google AI 
• Machine Learning Crash Course
• NTU
• 李宏毅(Hung-yi Lee) - Deep Learning  |  Lecture Videos (Mandarin)
• Kaggle (new)
• Hands-On Data Science Education
• Microsoft (new)
• Microsoft Professional Program for Entry Level Software Development
• Microsoft Professional Program for Artificial Intelligence

Convolutional Neural Network

• Stanford 
• CS231n: Convolutional Neural Networks for Visual Recognition  |  Lecture Videos (Spring 2017)  

Natural Language Processing

• Stanford
• CS224n: Deep Learning for Natural Language Processing  |  Lecture Videos (Spring 2017)  

Reinforcement Learning

• Berkeley 
• CS188: Intro to AI   |  Lecture Videos (Markov Decision Processes)
• CS294: Reinforcement Learning  |  Lecture Videos  (Fall 2017)
• Stanford
• CS234: Reinforcement Learning  |  Lecture Videos
• CS332: Advanced Survey of Reinforcement Learning
• DeepMind 
• UCL / David Silver: Reinforcement Learning  |  Lecture Videos

Autonomous Driving

• MIT
• 6.S094: Deep Learning for Self-Driving Cars 

Algorithms

• MIT 
• 6.006: Intro to Algorithms   |  Lecture Videos (2011)
• 6.046: Design and Analysis of Algorithms  |  Lecture Videos (2015)

Statistics

• Coursera
• Stanford: Probabilistic Graphical Models Specialization   

Youtube Channel

• Siraj Raval (Google Developer & Youtuber)  
• Hugo Larochelle (Research Scientist at Google Brain)
• Deep Mind

Articles / Tutorials

• Distill - The Building Blocks of Interpretability 
• Sebastian Ruder's Blog

Recommended Books

• Reinforcement Learning
• Richard S. Sutton - Reinforcement Learning: An Introduction  |  Textbook (Bible)  👍
• Marco Wiering and Martjin van Otterlo - Reinforcement Learning: State-of-the-Art (Free)
• Neural Network
• Martin T. Hagan - Neural Network Design (2nd Edition)