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Jae Hee Lee's Projects

causal-ml icon causal-ml

Must-read papers and resources related to causal inference and machine (deep) learning

causal_reading_group icon causal_reading_group

We will keep updating the paper list about machine learning + causal theory. We also internally discuss related papers between NExT++ (NUS) and LDS (USTC) by week.

clevrer icon clevrer

PyTorch implementation of ICLR 2020 paper "CLEVRER: CoLlision Events for Video REpresentation and Reasoning"

dfg icon dfg

A LaTeX template for a basic DFG (Deutsche Forschungsgemeinschaft, German Research Foundation) grant proposal.

dlwpt-code icon dlwpt-code

Code for the book Deep Learning with PyTorch by Eli Stevens, Luca Antiga, and Thomas Viehmann.

easy-vqa icon easy-vqa

The Easy Visual Question Answering dataset.

film icon film

FiLM: Visual Reasoning with a General Conditioning Layer

lit-gpt icon lit-gpt

Hackable implementation of state-of-the-art open-source LLMs based on nanoGPT. Supports flash attention, 4-bit and 8-bit quantization, LoRA and LLaMA-Adapter fine-tuning, pre-training. Apache 2.0-licensed.

micrograd icon micrograd

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

netdissect-lite icon netdissect-lite

Light version of Network Dissection for Quantifying Interpretability of Networks

nlxgpt icon nlxgpt

NLX-GPT: A Model for Natural Language Explanations in Vision and Vision-Language Tasks, CVPR 2022 (Oral)

quantus icon quantus

Quantus is an eXplainable AI toolkit for responsible evaluation of neural network explanations

soho icon soho

Minimalist Hugo theme based on Hyde

vit-pytorch icon vit-pytorch

Implementation of Vision Transformer, a simple way to achieve SOTA in vision classification with only a single transformer encoder, in Pytorch

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