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Year 2018 (Deep Learning) (Courses (Machine Learning https://www…
Year 2018
(Deep Learning)
Papers
Visualizing and Understanding Convolutional Networks
https://cs.nyu.edu/~fergus/papers/zeilerECCV2014.pdf
Courses
Machine Learning
https://www.coursera.org/learn/machine-learning
Theories of Deep Learning
https://stats385.github.io/
https://www.researchgate.net/project/Theories-of-Deep-Learning
UCL Course Reinforcement Learning
http://www0.cs.ucl.ac.uk/staff/d.silver/web/Teaching.html
Deep Reinforcement Learning
http://rll.berkeley.edu/deeprlcourse/
Convolutional Neural Networks for Visual Recognition
http://cs231n.stanford.edu/
Self Driving Car Nano Degree
https://www.udacity.com/course/self-driving-car-engineer-nanodegree--nd013
Practical Examples
fast.ai
http://forums.fast.ai/t/welcome-to-part-1-v2/5787
http://pytorch.org/tutorials/
NLP
Natural Language Processing with Deep Learning
http://web.stanford.edu/class/cs224n/
https://github.com/sujitpal/eeap-examples
Fundamentals
https://www.deeplearning.ai/
Structures
https://www.quora.com/How-do-I-learn-deep-learning-in-2-months
Order I am doing in
Fast Ai
Deeplearning.ai
Communities
https://aisaturdays.slack.com/
https://nurture.ai/
People to follow
Jia Qing Yap
https://twitter.com/jiaqingyap
Ideas
Auto generate quizzes
Holding meetups in school teaching deep learning
Contribute to deep learning open source projects
Resources
https://github.com/ChristosChristofidis/awesome-deep-learning
https://github.com/terryum/awesome-deep-learning-papers
http://www.image-net.org/
Tools
https://www.nexosis.com
https://cloud.google.com/datalab/
Certifications
Data Engineer
https://cloud.google.com/certification/data-engineer
https://www.nvidia.com/en-us/deep-learning-ai/education/
In progress
Google Cloud Programme
https://google.qwiklabs.com/dashboard
fast.ai
http://forums.fast.ai/t/welcome-to-part-1-v2/5787
Books
http://neuralnetworksanddeeplearning.com/
http://deeplearning.net/reading-list/
NIPs Papers
https://papers.nips.cc/