Mohan Li's repositories

annotated_deep_learning_paper_implementations

🧑‍🏫 60 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

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awesome-document-understanding

A curated list of resources for Document Understanding (DU) topic

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bert_score

BERT score for text generation

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build-nanogpt

Video+code lecture on building nanoGPT from scratch

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Causality4NLP_Papers

A reading list for papers on causality for natural language processing (NLP)

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char-rnn

Multi-layer Recurrent Neural Networks (LSTM, GRU, RNN) for character-level language models in Torch

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chinese_fuzzy_matching

100行解决中文模糊实体识别with字典树和编辑距离 Chinese fuzzy entity matching with prefix tree and distance editing

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CS294-112

CS 294-112 @ UCB Deep RL

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DeBERTa

The implementation of DeBERTa

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DRL

Deep Reinforcement Learning

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InstructUIE

Universal information extraction with instruction learning

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Live

收集于互联网的一些高清直播源。

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LoRA

Code for loralib, an implementation of "LoRA: Low-Rank Adaptation of Large Language Models"

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micrograd

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

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minbpe

Minimal, clean code for the Byte Pair Encoding (BPE) algorithm commonly used in LLM tokenization.

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minGPT

A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training

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mt-dnn

Multi-Task Deep Neural Networks for Natural Language Understanding

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nanoGPT

The simplest, fastest repository for training/finetuning medium-sized GPTs.

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nn-zero-to-hero

Neural Networks: Zero to Hero

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SearchEngine

搜索引擎原理

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SimCSE

[EMNLP 2021] SimCSE: Simple Contrastive Learning of Sentence Embeddings https://arxiv.org/abs/2104.08821

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snake-ga

AI Agent that learns how to play Snake with Deep Q-Learning

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Stock_Analysis_For_Quant

Various Types of Stock Analysis in Excel, Matlab, Power BI, Python, R, and Tableau

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The-Art-of-Linear-Algebra

Graphic notes on Gilbert Strang's "Linear Algebra for Everyone"

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tianshou

An elegant, flexible, and superfast PyTorch deep reinforcement learning platform.

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tiktoken

tiktoken is a fast BPE tokeniser for use with OpenAI's models.

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UGEN

Incorporating Instructional Prompts into A Unified Generative Framework for Joint Multiple Intent Detection and Slot Filling - Coling2022(Oral))

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wl-coref

This repository contains the code for EMNLP-2021 paper "Word-Level Coreference Resolution"

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