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Learning Resources

Curated collection of books, courses, tutorials, and research papers to deepen your understanding

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Showing 10 of 10 resources

book
Deep Learning: Making It Learnable
The DS 6050 course book, with executable experiments, conceptual bridges, and chapter exercises aligned to the modules
Intermediate
Course book
DS 6050
Primary
book
Deep Learning Textbook
Comprehensive textbook by Ian Goodfellow, Yoshua Bengio, and Aaron Courville
Intermediate
Theory
Mathematics
Comprehensive
course
Neural Networks and Deep Learning
Online course by Michael Nielsen with interactive explanations
Beginner
Interactive
Beginner-friendly
Visual
tutorial
PyTorch Tutorials
Official PyTorch tutorials and documentation
Intermediate
PyTorch
Hands-on
Official
video
Essence of Linear Algebra (3Blue1Brown)
Visual, intuitive introduction to core linear algebra concepts
Beginner
Visual
Intuitive
Mathematics
research
Papers With Code
Latest research papers with code implementations
Advanced
Research
State-of-art
Code
article
Distill.pub
Interactive machine learning research explanations
Intermediate
Interactive
Research
Visual
course
Kaggle Learn
Free micro-courses on machine learning and deep learning
Beginner
Practical
Free
Certificates
course
Deep Learning Specialization
Andrew Ng's comprehensive deep learning course series
Intermediate
Comprehensive
Andrew Ng
Certificates
tutorial
Homework 1 Colab Notebook
Colab notebook for Homework 1 (Module 1)
Beginner
Homework
Colab
Module 1