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Courses
Machine Learning
By Andrew Ng
Deep Learning Specialisation
By Andrew Ng
NLP with Deep Learning
By Chris Manning
Practical Deep Learning
By Jeremy Howard
The Python Tutorial
By Python.org
Linear Algebra
by MIT Prof. Gilbert Strang
Linear Algebra
By Khan Academy
Statistics and Probability
By Khan Academy
Blogs
Jay Alammar
Andrej Karpathy blog
Machine Learning Mastery
Towards Data Science
Christopher Olah
Made with ML
I am trask
Wild ML
Depends on the definition
Sebastian Ruder
Artificial Intellegence Wiki
Chris McCormick
Luis Serrano's Blog
Github projects
Keras Idiomatic Programmer
Fast book from Fast.ai
A carefully curated list of NLP paper summaries
Progress in Natural Language Processing (NLP)
A collection of various deep learning architectures, models, and tips
Cheat Sheets
Python for DS cheat sheet
Machine Learning cheat sheet
PyTorch cheat sheet
Datasets
UCI Machine Learning Repository
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Google Dataset Search
World Bank Open Data
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Academic Torrents
Books
François Chollet
Natural Language Processing with Python
Papers
Attention Is All You Need - Transformers
BERT - Pre-training of Deep Bidirectional Transformers for Language Understanding
Transfer Learning with a Unified Text-to-Text Transfer Transformer (T5)
Movement Pruning - Adaptive Sparsity by Fine-Tuning
TAPAS - Weakly Supervised Table Parsing via Pre-training
BERT for Extractive Text Summarization on Lectures
Summarization with Pointer-Generator Networks