aman.ai

Distilled Notes

Stanford CS231n

Convolutional Neural Networks

Stanford CS230

Deep Learning

Stanford CS229

Machine Learning

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

Research

iPerceive

Closing the "gap" between man and machine

iSeeBetter

Pushing the limits of video super resolution

Content Based
Image Retrieval

Comparative study of feature extraction techniques

Primers

Graph Studio

Plots for common functions

NumPy Tutorial

Numerical processing in Python

PyTorch Tutorial

Torch building blocks

TensorFlow Tutorial

TF2 building blocks

Backprop Guide

Partial gradient derivations for common layers/loss functions

Regular Expressions Cheatsheet

Mine data easily with RegEx

Asymptotic Notations

Big-O; Big-Omega; Small-o; Small-omega; Theta

Dynamic Programming

Case study: Longest Increasing Subsequence problem

Miscellaneous

Read List

Blogs to follow for the latest scoop in AI/ML

Watch List

Video tutorials to learn AI/ML concepts

Git Tutorial

Tame this source control beast!