Open Resources for deep learning and machine learning
机器学习、深度学习众多公开资料。具体包括related papers，入门资料，公开课程与教材，基于TensorFlow,Pytorch等框架的教程，基于DL的一些Applications。
Related papers
入门资料
课程以及教材资料
- 《神经网络与深度学习》 Neural Network and Deep Learning
- mit-deep-learning
- Translation of by Andrew NG
- Deep-Learning-Book-Chapter-Summaries
- handson-ml
- Deep learning simplified by transferring prior learning using the Python deep learning ecosystem
- A curated list of Machine Learning Surveys, Tutorials and Books.
- A mindmap summarising Machine Learning concepts, from Data Analysis to Deep Learning.
- 《机器学习实践应用》一书代码
教程资料
- A complete ML study path, focused on TensorFlow and Scikit-Learn
- TensorFlow Tutorial and Examples for beginners
- Coding the Machine Learning Tutorial for Learning to Learn
- pytorch-handbook
- DeepLearningPython35
- The fastai deep learning library, plus lessons and and tutorials
- deep-learning-with-keras-notebooks
- PyTorch Tutorial for Deep Learning Researchers
- Mastering TensorFlow
- PRML algorithms implemented in Python
- Deep Learning with Keras
- Machine learning algorithms implemented by pure numpy
- 机器学习相关教程
- 机器学习资源大全中文版
- 谷歌全新开源人工智能系统TensorFlow官方文档中文版
- Slides and code from our TensorFlow workshop.
- Tensors and Dynamic neural networks in Python with strong GPU acceleration
- scikit-learn: machine learning in Python
- Theano is a Python library
- Deep Learning Tutorial notes and code
- Stanford Machine Learning course exercises implemented with scikit-learn
- Computation using data flow graphs for scalable machine learning
- Deep Learning library for Python. Runs on TensorFlow, Theano, or CNTK.
- Python coded examples and documentation of machine learning algorithms.
- Theano-Tutorials
- 通过MXNet/Gluon来动手学习深度学习
- 100 Days of ML Coding
- 100-Days-Of-ML-Code中文版
- Simple Tensorflow Cookbook for easy-to-use
- deep-learning-drizzle
- 机器学习教程
Application
Transfer Learning
- Resources and codes about transfer learning and domain adaptation--迁移学习
- Domain Adaptation Papers and Code
- Transfer Learning Toolkit for Primary Researchers
AutoML
XAI(Explainable AI)
- Interesting resources related to XAI (Explainable Artificial Intelligence)
- A curated list of awesome machine learning interpretability resources.
- H2O.ai Machine Learning Interpretability Resources
- Papers on Explainable Artificial Intelligence
Models
Meta Learning
其他整理的Deep Learning related resources
- awesome-deeplearning-resources
- 机器学习资源大全中文版，包括机器学习领域的框架、库以及软件
- TensorFlow - A curated list of dedicated resources
- 机器学习&深度学习网站资源汇总（Machine Learning Resources）
- 机器学习原理
- 机器学习资源汇总