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aman.ai
aman.ai
exploring the art of deep learning
one concept at a time
Distilled Notes
Stanford CS229
Machine Learning
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
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
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
Asymptotic Notations
Big-O; Big-Omega; Small-o; Small-omega; Theta
Miscellaneous
Reading List
Blogs to follow for the latest scoop in AI/ML
Watching List
Video tutorials to learn AI/ML concepts
Git Tutorial
Tame the world's most popular source control beast!