Repository Index

In-depth tutorials on LLMs, RAGs and real-world AI agent applications.

• agents
• ai
• llms
• machine-learning

Neural Networks: Zero to Hero

A tiny scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API

A Python Automated Machine Learning tool that optimizes machine learning pipelines using genetic programming.

• machine-learning
• python
• data-science
• automl

A Comprehensive Guide for Generative AI, Agentic AI, Multimodal AI, Physical AI Interviews. Proven Formula for multiple FAANG offers and more

• machine-learning
• machine-learning-algorithms
• ai
• deep-learning

Python code for "Probabilistic Machine learning" book by Kevin Murphy

• jupyter-notebooks
• machine-learning
• colab
• pml

TranslatedCourse slides and assignments for Hung-yi Lee's (李宏毅) 2021/2022/2023 Spring Machine Learning courses

"Probabilistic Machine Learning" - a book series by Kevin Murphy

Efficient Image Captioning code in Torch, runs on GPU

MIMIC Code Repository: Code shared by the research community for the MIMIC family of databases

• mimic-iii
• critical-care
• icu
• physionet

2-2000x faster ML algos, 50% less memory usage, works on all hardware - new and old.

• machine-learning
• python
• statistics
• scikit-learn

Cleora AI is a general-purpose open-source model for efficient, scalable learning of stable and inductive entity embeddings for heterogeneous relational data. Created by Synerise.com team.

• ai
• graphs
• synerise
• embeddings

optimization routines for hyperparameter tuning

Genomic Pretrained Network - GPN, GPN-MSA, PhyloGPN, GPN-Star

• dna
• language-model
• variant-effect-prediction
• genomics

Every day, millions of traders around the world are trying to make money by trading stocks. These days, physical traders are also being replaced by automated trading robots. Algorithmic trading market has experienced significant growth rate and large number of firms are using it. I have tried to build a Deep Q-learning reinforcement agent model to do automated stock trading.

TranslatedLLM teaching material for high school students: based on Karpathy's microgpt, for Google Colab

General Modeling Network Specification

• network
• specification
• highway-network
• road-network

open source E-book on statistical physics

• statistical-physics
• statistical-mechanics

:game_die: Neutrino research

• physics
• neutrino
• neutrino-oscillations