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labmlai/annotated_deep_learning_paper_implementations

๐Ÿง‘โ€๐Ÿซ 60 Implementations/tutorials of deep learning papers with side-by-side notes ๐Ÿ“; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), ๐ŸŽฎ reinforcement learning (ppo, dqn), capsnet, distillation, ... ๐Ÿง 

35,328
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lucidrains/vit-pytorch

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

15,125
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deepset-ai/haystack

:mag: LLM orchestration framework to build customizable, production-ready LLM applications. Connect components (models, vector DBs, file converters) to pipelines or agents that can interact with your data. With advanced retrieval methods, it's best suited for building RAG, question answering, semantic search or conversational agent chatbots.

10,534
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PaddlePaddle/PaddleNLP

๐Ÿ‘‘ Easy-to-use and powerful NLP and LLM library with ๐Ÿค— Awesome model zoo, supporting wide-range of NLP tasks from research to industrial applications, including ๐Ÿ—‚Text Classification, ๐Ÿ” Neural Search, โ“ Question Answering, โ„น๏ธ Information Extraction, ๐Ÿ“„ Document Intelligence, ๐Ÿ’Œ Sentiment Analysis etc.

10,059
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BlinkDL/RWKV-LM

RWKV is an RNN with transformer-level LLM performance. It can be directly trained like a GPT (parallelizable). So it's combining the best of RNN and transformer - great performance, fast inference, saves VRAM, fast training, "infinite" ctx_len, and free sentence embedding.

9,655
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huggingface/peft

๐Ÿค— PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.

9,343
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EleutherAI/gpt-neo

An implementation of model parallel GPT-2 and GPT-3-style models using the mesh-tensorflow library.

7,976
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huggingface/tokenizers

๐Ÿ’ฅ Fast State-of-the-Art Tokenizers optimized for Research and Production

7,512
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lucidrains/PaLM-rlhf-pytorch

Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture. Basically ChatGPT but with PaLM

7,254
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EleutherAI/gpt-neox

An implementation of model parallel autoregressive transformers on GPUs, based on the DeepSpeed library.

5,974
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NielsRogge/Transformers-Tutorials

This repository contains demos I made with the Transformers library by HuggingFace.

5,530
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lucidrains/DALLE-pytorch

Implementation / replication of DALL-E, OpenAI's Text to Image Transformer, in Pytorch

5,286

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