aman.ai
exploring the art of artificial intelligence
one concept at a time
Distilled Notes
Stanford CS230
Deep Learning
Stanford CS231n
Convolutional Neural Networks
Stanford CS224n
Natural Language Processing
MIT 6.S191
Introduction to Deep 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 GANs Specialization
Basics; DCGAN; Conditional GAN; FID; Biases; StyleGAN; Pix2Pix; CycleGAN
Coursera AI for Medicine Specialization
Diagnosis; Prognosis; Treatment
Research
iReason
Multimodal commonsense reasoning with videos and NLP
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
Face Recognition
Using the discrete cosine transform
Dual-Layer Video Encryption
Using the RSA algorithm
Primers
AI Fundamentals
Concepts; Definitions; Terms
Graph Studio
Plots for common functions
NumPy
Numerical processing in Python
Matplotlib
Plotting data in Python
Pandas
Data analysis in Python
Python 3
Basics to advanced
PyTorch
Torch building blocks
TensorFlow
TF2 bits and pieces
Backprop Guide
Partial gradient derivations for common layers/loss functions
Math
Linear algebra; differential calculus; distributions
Regular Expressions Cheatsheet
Mine data easily with RegEx
