aman.ai

Distilled Notes

Stanford CS231n

Convolutional Neural Networks

Stanford CS230

Deep Learning

Stanford CS229

Machine Learning

Coursera Deep Learning Specializiation

Basics; Hyperparams; Structuring Projects; ConvNets; Sequential Models

Coursera Natural Language Specializiation

Classification Models; Vector Space Models; Sequence Models; Attention Models

Coursera AI for Medicine Specializiation

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

Commonly used mathematical functions

NumPy Tutorial

Basics to advanced

PyTorch Tutorial

Torch building blocks

TensorFlow Tutorial

TF2 building blocks

Gradient Guide

Partial gradient derivations for popular algos

Regular Expressions Cheatsheet

Mine data easily with RegEx

Asymptotic Notations

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

Dynamic Programming

Case study of the 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