Ananth Sounder's Projects
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
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
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.
Face Recognition using TensorFlow
Text and code for the forthcoming second edition of Think Bayes, by Allen Downey.