MahanFathi/CS231
Complete Assignments for CS231n: Convolutional Neural Networks for Visual Recognition
Complete Assignments for CS231n: Convolutional Neural Networks for Visual Recognition
End-to-end Self-driving Car (Behavioral Cloning)
Regenerate Movements of Unity w/ OpenSim
Use your classification neural network for object detection and localization
Personal Website
LQR-RRT* method is used for random motion planning of a simple pendulum in it's phase plot
Continuous-Time/State/Action Fitted Value Iteration via Hamilton-Jacobi-Bellman (HJB)
Model-based Policy Gradients
Official implementation of "Fast-dLLM: Training-free Acceleration of Diffusion LLM by Enabling KV Cache and Parallel Decoding"
DMOC method for a simple pendulum swing-up control
Iterative LQG for a couple of MuJoCo models
An Easy-to-use, Scalable and High-performance RLHF Framework (70B+ PPO Full Tuning & Iterative DPO & LoRA & RingAttention & RFT)
Offline RL with S4
Code for the paper "The Impact of Positional Encoding on Length Generalization in Transformers", NeurIPS 2023
Spectral State-Space Models
Structured state space sequence models
Finding a stable limit cycle for a passive kneed walker using trajectory optimization.
Trust Region Policy Optimization (TRPO) in pure TensorFlow
A Frankenstein implementation of "Generative Adversarial Imitation Learning".
long convolutions in jax
TensorFlow Implementation of Deep Deterministic Policy Gradients for Continuous OpenAI Gym Environments
Trajectory Optimization on BRAX
break up the Q-function in linear parts which correspond to subrewards
Dynamic Movement Primitives in JAX
goal-conditioned energy-based models
Energy-based Option-like Discovery
Usable Implementation of "Bootstrap Your Own Latent" self-supervised learning, from Deepmind, in Pytorch