The repository to store all the machine learning related materials.
Notes
Learning Resources
Collection of reading resources that are interesting or very helpful for machine learning.
Machine Learning 101
- Machine learning for humans Easy to understanding and good for entry-level learners.
- Machine learning is fun Great reading resource for the entry-level learners
- Machine learning visualization
Machine Learning 201
- Machine learning by Andrew Ng, Standford University Great machine learning starting resources
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- Machine learning (HUng-yi Lee, NTU) Very great learning course. Professor Lee is humor and the introduction for the concepts/formula deductions are very easy to understand. You could lean how machine learning works, why it works.
- More machine learning courses: http://speech.ee.ntu.edu.tw/~tlkagk/courses.html
- Machine learning (HUng-yi Lee, NTU) Very great learning course. Professor Lee is humor and the introduction for the concepts/formula deductions are very easy to understand. You could lean how machine learning works, why it works.
- Stanford’s RNN class, Youtube
- Stanford’s CNN class
- Reinforcement Learning
- FastAI online courses, FastAI has a lot of great online courses and the courses are very focusing on the practice. Great resources to hand on.
- The matrix calculus you need for deep learning
Machine learning in practice
- Rules of Machine learning, Martin Zinkevich
- Writing code for NLP Research
- Learning how to learn deep learning
Books
- Deep Learning Book Deep learning book authored by Ian Goodfellow, Yoshua Bengio and Aaron Courville
- Neural Networks and Deep Learning This book teaches the deep learning concepts with great detail examples.
- Deep Learning with PyTorch book
Academic Sources
- https://openreview.net/, able to see interesting review comments for the papers
- Papers with code, it highlights trending ML research and the code to implement it
- Machine translation reading list, Tsinghua Natural Language Processing Group summarizes a list of paper list worth to read
- Graph Neural Networks(GNN) Papers, great paper list for graph neural networks
Blogs/Website
- NLP-progress This website tracks the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks
- Sebastian Ruder’s Blog This blog includes Machine Learning, Deep Learning, and NLP content.
- Aminer.org The free online service used to index, search, and mine big scientific data. A very useful tool to explore the exports/researchers in specific domain.
- deeplearning.net Deep learning collection
- stateoftheart.ai, collect the state of art tech about Artificial Intelligence (AI) and Machine Learning (ML)
- Distill, Latest articles about machine learning
- Facebook AI Blog
- Google AI blog
- Open AI
- The Berkeley Artificial Intelligence Research Blog
- Deep Mind Blog
- Visualizing machine learning one concept at a time, very cool and interesting blogs which illustrates one concept in detail in each blog.
- https://explained.ai/
- Deep Learning Monitor, collects most recent topic about deep learning
- deeplearning.ai
- Hugging Face
Measurement
- AI Progress Measurement, the measurement about AI progress