Ananth Sounder's Projects
🧑🏫 60+ Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠
RAG AutoML Tool - Find optimal RAG pipeline for your own data.
PyTorch implementation of bayesian neural network.
✨ Build a beautiful and simple website in literally minutes. Demo at https://beautifuljekyll.com
This repository contains code to train a self-supervised learning model on chest X-ray images that lack explicit annotations and evaluate this model's performance on pathology-classification tasks.
My assignment solutions for CS231n - Convolutional Neural Networks for Visual Recognition
Teaching materials for the Convolutional Neural Networks for Visual Recognition (http://cs231n.github.io/python-numpy-tutorial/) classes at Stanford
Repo for the Deep Reinforcement Learning Nanodegree program
Flickr-Faces-HQ Dataset (FFHQ)
Web app boilerplate for beginners based on Firebase and React 🔥
Starter files, final projects, and FAQ for my HTML + CSS course
LLM101n: Let's build a Storyteller
Implementing a ChatGPT-like LLM from scratch, step by step
Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.
Module 0 - Fundamentals
Data files (.csv) accessed with nflscrapR and summarized at the player-level
Practical Python Programming (course by @dabeaz)
aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)
Advanced Python Mastery (course by @dabeaz)
Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.
Python programs, usually short, of considerable difficulty, to perfect particular skills.
A fully functional React web application for SaaS projects. It's built with React, Firebase and Stripe.
Tutorial material on the scientific Python ecosystem
Solve puzzles. Improve your pytorch.