aman.ai
exploring the art of deep learning
one concept at a time
Distilled Notes
Stanford CS230
Deep Learning
Stanford CS231n
Convolutional Neural Networks
Coursera Deep Learning Specialization
Basics; Hyperparams; Structuring Projects; ConvNets; Sequential Models
Coursera Natural Language Specialization
Classification Models; Vector Space Models; Sequence Models; Attention Models
Coursera AI for Medicine Specialization
Diagnosis; Prognosis; Treatment
Primers
AI Fundamentals
Concepts; Definitions; Terms
Graph Studio
Plots for common functions
NumPy Tutorial
Numerical processing in Python
Matplotlib Tutorial
Plotting data in Python
Pandas Tutorial
Data analysis in Python
Python 3
Basics to advanced
PyTorch Tutorial
Torch building blocks
TensorFlow Tutorial
TF2 building blocks
Backprop Guide
Partial gradient derivations for common layers/loss functions
Math Tutorial
Linear algebra; differential calculus; distributions
Regular Expressions Cheatsheet
Mine data easily with RegEx
