NLP

Open-source projects categorized as NLP
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Language: + Python + Jupyter Notebook + TypeScript
Topics: Machine Learning Natural Language Processing Python Deep Learning Pytorch
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Top 23 NLP Open-Source Projects

  • transformers

    🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

    • Project mention: Reading list to join AI field from Hugging Face cofounder | news.ycombinator.com | 2024-05-18

    Not sure what you are implying. Thomas Wolf has the second highest number of commits on HuggingFace/transformers. He is clearly competent & deeply technical

    https://github.com/huggingface/transformers/

  • bert

    TensorFlow code and pre-trained models for BERT

    • Project mention: Zero Shot Text Classification Under the hood | dev.to | 2024-05-05

    In 2019, a new language representation called BERT (Bedirectional Encoder Representation from Transformers) was introduced. The main idea behind this paradigm is to first pre-train a language model using a massive amount of unlabeled data then fine-tune all the parameters using labeled data from the downstream tasks. This allows the model to generalize well to different NLP tasks. Moreover, it has been shown that this language representation model can be used to solve downstream tasks without being explicitly trained on, e.g classify a text without training phase.

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

    InfluxDB logo

  • HanLP

    中文分词 词性标注 命名实体识别 依存句法分析 成分句法分析 语义依存分析 语义角色标注 指代消解 风格转换 语义相似度 新词发现 关键词短语提取 自动摘要 文本分类聚类 拼音简繁转换 自然语言处理

  • AI-For-Beginners

    12 Weeks, 24 Lessons, AI for All!

    • Project mention: FREE AI Course By Microsoft: ZERO to HERO! 🔥 | dev.to | 2024-03-18

    🔗 https://github.com/microsoft/AI-For-Beginners 🔗 https://microsoft.github.io/AI-For-Beginners/

  • spaCy

    💫 Industrial-strength Natural Language Processing (NLP) in Python

    • Project mention: How I discovered Named Entity Recognition while trying to remove gibberish from a string. | dev.to | 2024-05-06

  • datasets

    🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools

    • Project mention: 🐍🐍 23 issues to grow yourself as an exceptional open-source Python expert 🧑‍💻 🥇 | dev.to | 2023-10-19

  • unilm

    Large-scale Self-supervised Pre-training Across Tasks, Languages, and Modalities

    • Project mention: GPUs Go Brrr | news.ycombinator.com | 2024-05-12

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  • rasa

    💬 Open source machine learning framework to automate text- and voice-based conversations: NLU, dialogue management, connect to Slack, Facebook, and more - Create chatbots and voice assistants

    • Project mention: 🔥🚀 Top 10 Open-Source Must-Have Tools for Crafting Your Own Chatbot 🤖💬 | dev.to | 2023-11-06

    Support Rasa on GitHub ⭐

  • 500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code

    500 AI Machine learning Deep learning Computer vision NLP Projects with code

  • Chinese-LLaMA-Alpaca

    中文LLaMA&Alpaca大语言模型+本地CPU/GPU训练部署 (Chinese LLaMA & Alpaca LLMs)

    • Project mention: Chinese-Alpaca-Plus-13B-GPTQ | /r/LocalLLaMA | 2023-05-30

    I'd like to share with you today the Chinese-Alpaca-Plus-13B-GPTQ model, which is the GPTQ format quantised 4bit models of Yiming Cui's Chinese-LLaMA-Alpaca 13B for GPU reference.

  • awesome-nlp

    :book: A curated list of resources dedicated to Natural Language Processing (NLP)

  • best-of-ml-python

    🏆 A ranked list of awesome machine learning Python libraries. Updated weekly.

  • gensim

    Topic Modelling for Humans

    • Project mention: Aggregating news from different sources | /r/learnprogramming | 2023-07-08

  • Awesome-pytorch-list

    A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.

  • ML-YouTube-Courses

    📺 Discover the latest machine learning / AI courses on YouTube.

    • Project mention: A Curated List of Free ML/ DL YouTube Courses | news.ycombinator.com | 2024-01-28

  • nlp-tutorial

    Natural Language Processing Tutorial for Deep Learning Researchers

  • 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.

    • Project mention: Haystack DB – 10x faster than FAISS with binary embeddings by default | news.ycombinator.com | 2024-04-28

    I was confused for a bit but there is no relation to https://haystack.deepset.ai/

  • flair

    A very simple framework for state-of-the-art Natural Language Processing (NLP)

  • NLTK

    NLTK Source

    • Project mention: Building a local AI smart Home Assistant | news.ycombinator.com | 2024-01-13

    alternatively, could we not simply split by common characters such as newlines and periods, to split it within sentences? it would be fragile with special handling required for numbers with decimal points and probably various other edge cases, though.

    there are also Python libraries meant for natural language parsing[0] that could do that task for us. I even see examples on stack overflow[1] that simply split text into sentences.

    [0]: https://www.nltk.org/

  • DeepLearningExamples

    State-of-the-Art Deep Learning scripts organized by models - easy to train and deploy with reproducible accuracy and performance on enterprise-grade infrastructure.

  • PaddleHub

    Awesome pre-trained models toolkit based on PaddlePaddle. (400+ models including Image, Text, Audio, Video and Cross-Modal with Easy Inference & Serving)

  • botpress

    The open-source hub to build & deploy GPT/LLM Agents ⚡️

    • Project mention: Botpress | news.ycombinator.com | 2023-10-27

  • FinGPT

    FinGPT: Open-Source Financial Large Language Models! Revolutionize 🔥 We release the trained model on HuggingFace.

    • Project mention: GPT-4, without specialized training, beat a GPT-3.5 class model that cost $10B | news.ycombinator.com | 2024-03-24

    There is also the open source FinGPT, that is claimed to beat GPT4 in some benchmarks at a fine tuning cost of $17.25.

    https://github.com/AI4Finance-Foundation/FinGPT

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NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

NLP related posts

Index

What are some of the best open-source NLP projects? This list will help you:

Project Stars
1 transformers 126,170
2 bert 37,119
3 HanLP 32,558
4 AI-For-Beginners 31,684
5 spaCy 28,887
6 datasets 18,523
7 unilm 18,548
8 rasa 18,037
9 500-AI-Machine-learning-Deep-learning-Computer-vision-NLP-Projects-with-code 17,833
10 Chinese-LLaMA-Alpaca 17,539
11 awesome-nlp 16,074
12 best-of-ml-python 15,672
13 gensim 15,289
14 Awesome-pytorch-list 15,000
15 ML-YouTube-Courses 14,378
16 nlp-tutorial 13,756
17 haystack 13,883
18 flair 13,598
19 NLTK 13,087
20 DeepLearningExamples 12,696
21 PaddleHub 12,548
22 botpress 12,038
23 FinGPT 11,650

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