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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
    • Kaggle Datasets
    • Google Dataset Search
    • World Bank Open Data
    • The Big Bad NLP Database
    • 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