- Deep Learning Basis
- Neural Network Compression
- Neural Network Accelerators
- Generative Adversarial Networks
- Deep Learning Applications
- CSE 599W: Systems for ML
- Machine Learning Practical
- CS231n: Convolutional Neural Networks for Visual Recognition
- CS230 Deep Learning
- Science of Deep Learning: Bridging Theory and Practice
- Representation Learning on Networks
- Representation Learning Tutorial
- Statistical Learning Theory in Reinforcement Learning and Approximate Dynamic Programming
- Dive into Deep Learning: an interactive open source book with code, math, and discussions.
- Deep Learning
- Neural Networks and Deep Learning, Michael Nielsen
- Neural Networks and Deep Learning, Charu C. Aggarwal
- Introduction to Artificial Neural Networks and Deep Learning: A Practical Guide with Applications in Python
- Deep Learning With Python
- Data Mining, Charu C. Aggarwal
- 神经网络与深度学习: pdf, ppt, src
- 2014 Deep learning in neural networks: an overview
- 2017 An Overview of Multi-Task Learning in Deep Neural Networks
- 2018 Deep Reinforcement Learning: An Overview
- 2018 Recent Advances in Deep Learning: An Overview
- deep Learning software links
- skymind: Enterprise Deep Learning, AI Platform Built for Enterprise IT. with platform, wiki, blog.
- comparison of deep learning software(wiki)
- Evaluation of Deep Learning Toolkits: Caffe, CNTK, TensorFlow, Theano, and Torch.
- tensorflow playground:Tinker With a Neural Network Right Here in Your Browser. Don’t Worry, You Can’t Break It. We Promise.
- netscope: net visualization.
- Must Know Tips/Tricks in Deep Neural Networks (by Xiu-Shen Wei)
- My Neural Network isn’t working! What should I do?
- TensorFlow Basic Tutorial Labs
- TensorFlow Examples
- Awesome TensorFlow: A curated list of awesome TensorFlow experiments, libraries, and projects. Inspired by awesome-machine-learning.
- DeepLearningTutorials: Deep Learning Tutorial notes and code. See the wiki for more info
- deep-learning-coursera: Deep Learning Specialization by Andrew Ng on Coursera.
- MachineLearning: Basic Machine Learning and Deep Learning
- DeepLearningImplementations: Implementation of recent Deep Learning papers
- DeepLearningProject: An in-depth machine learning tutorial introducing readers to a whole machine learning pipeline from scratch.
- Github DL Implementations: lists of DL implementations on github.
- Awesome Deep Learning: A curated list of awesome Deep Learning tutorials, projects and communities.
- Machine-Learning-Tutorials: machine learning and deep learning tutorials, articles and other resources
- Most Cited Deep Learning Papers
- Deep Learning Papers Reading Roadmap
- Machine Learning Surveys: A curated list of Machine Learning related Surveys, Overviews and Books.
- Awesome Deep Vision: A curated list of deep learning resources for computer vision, inspired by awesome-php and awesome-computer-vision.
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