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clip

A simple implementation of CLIP (along with a bonus implementation of VirTex).

convoptfinal

Convex Optimization course project on reformulation and analysis of Trust Region Policy Optimization (TRPO)

cs531-ai-implementation-assignments

Implementation assignments for CS531 Artificial Intelligence course

cs534-ml-implementation-assignments

Implementation assignments for CS534 Machine Learning

custom-ssd

Custom SSD model training scripts

dall-e-2

Implementation of UnCLIP a.k.a Dall-e-2

decision-transformer

Implementation of Decision Transformer

deep-autoregressive-model

Probabilistic Graphical Models course project exploring Masked Autoregressive Density Estimation (MADE) models for density estimation

deer

DEEp Reinforcement learning framework

detectron

FAIR's research platform for object detection research, implementing popular algorithms like Mask R-CNN and RetinaNet.

distributed-intelligent-agents

Distributed implementations of RL algorithms

dqn-ngd

Research on implementing Deep Q-Learning (DQN) with Natural Gradient Descent (NGD)

edm

Text to Image using EDM (Elucidating the Design Space of Diffusion-Based Generative Models)

embodiedai_paper_reviews

Reviewing some papers on Embodied AI

flamingo-gpt2

Minimal implementation of Flamingo using GPT2 as the LLM backbone

frozen

Implementation of Multimodal Few-shot Learning with Frozen Language Models [https://arxiv.org/abs/2106.13884]

fsq

Imlementing Finite Scalar Quantization (using both Convnet and Transformer based backbones)

glide

A simple implementation of GLIDE text2img model .

gpt-2

Code for the paper "Language Models are Unsupervised Multitask Learners"

ict

Text to Image using ICT (Improved Consistency Training - based on Consistency Models)

markov-mania

Very basic programs showcasing learning and inference on Markov Models

minimalist-deep-learning

minimalist deep learning models in Pytorch

muse

An unofficial implementation of Muse: Text-To-Image Generation via Masked Generative Transformers

nlp-ink

exploring attention, particularly transformers.

normalizing-flows

Normalizing flows - going from change of variables basics to recent algorithms from the research literature (work in progress)

perceiver-io

Implementation of Perceiver IO: A General Architecture for Structured Inputs & Outputs [https://arxiv.org/abs/2107.14795]

rl-implementations

implementations of basic reinforcement learning algorithms

sedd_txt2img

simple-diffusion

Simple implementations of diffusion model variants.

simulopt

Optimizing industrial processes using reinforcement learning and transfer learning on a discrete event simulator