Top 23 Python Natural Language Processing Projects
🤗Transformers: State-of-the-art Natural Language Processing for Pytorch and TensorFlow 2.0.Project mention: Retrieval Augmented Generation with Huggingface Transformers and Ray | reddit.com/r/deeplearning | 2021-02-10
Improving the scalability RAG distributed fine tuning
中英文敏感词、语言检测、中外手机/电话归属地/运营商查询、名字推断性别、手机号抽取、身份证抽取、邮箱抽取、中日文人名库、中文缩写库、拆字词典、词汇情感值、停用词、反动词表、暴恐词表、繁简体转换、英文模拟中文发音、汪峰歌词生成器、职业名称词库、同义词库、反义词库、否定词库、汽车品牌词库、汽车零件词库、连续英文切割、各种中文词向量、公司名字大全、古诗词库、IT词库、财经词库、成语词库、地名词库、历史名人词库、诗词词库、医学词库、饮食词库、法律词库、汽车词库、动物词库、中文聊天语料、中文谣言数据、百度中文问答数据集、句子相似度匹配算法集合、bert资源、文本生成&摘要相关工具、cocoNLP信息抽取工具、国内电话号码正则匹配、清华大学XLORE:中英文跨语言百科知识图谱、清华大学人工智能技术系列报告、自然语言生成、NLU太难了系列、自动对联数据及机器人、用户名黑名单列表、罪名法务名词及分类模型、微信公众号语料、cs224n深度学习自然语言处理课程、中文手写汉字识别、中文自然语言处理 语料/数据集、变量命名神器、分词语料库+代码、任务型对话英文数据集、ASR 语音数据集 + 基于深度学习的中文
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💫 Industrial-strength Natural Language Processing (NLP) in PythonProject mention: Ask HN: What is your production ML stack like? (2021) | news.ycombinator.com | 2021-02-08
Here's the ML stack I have been using for my last project:
- Doing NLP with spaCy (https://spacy.io/) as I consider it to be the most production ready framework for NLP
- Annotating datasets with Prodigy (https://prodi.gy/), a paid tool made by the spaCy team
- Deploying the trained spaCy models onto NLP Cloud (https://nlpcloud.io)
- Use the models through the NLP Cloud API in production and enrich my Django application out of it
Repository to track the progress in Natural Language Processing (NLP), including the datasets and the current state-of-the-art for the most common NLP tasks.Project mention: What are some classification tasks where BERT-based models don't work well? In a similar vein, what are some generative tasks where fine-tuning GPT-2/LM does not work well? | reddit.com/r/LanguageTechnology | 2021-02-21
One place to start is nlp progress if leader boards are your thing, if the model on top of the leader board is not a transformer based model and one further down is, you have your answer.
Topic Modelling for HumansProject mention: Koan: A word2vec negative sampling implementation with correct CBOW update | news.ycombinator.com | 2021-01-02
Apparently it did: https://github.com/RaRe-Technologies/gensim/issues/1873
An open-source NLP research library, built on PyTorch.Project mention: AllenNLP v2.0.0 | news.ycombinator.com | 2021-01-27
NLTK SourceProject mention: Wordnet and Sexism | reddit.com/r/datascience | 2021-01-03
Mapping a variable-length sentence to a fixed-length vector using BERT modelProject mention: Needed 100% to pass a safety quiz, need to wait a week to retake | reddit.com/r/mildlyinfuriating | 2021-01-12
You joke but
Web mining module for Python, with tools for scraping, natural language processing, machine learning, network analysis and visualization.
🤗 The largest hub of ready-to-use NLP datasets for ML models with fast, easy-to-use and efficient data manipulation toolsProject mention: Build an Embeddings index with Hugging Face Datasets | dev.to | 2021-01-28
This article shows how txtai can index and search with Hugging Face's Datasets library. Datasets opens access to a large and growing list of publicly available datasets. Datasets has functionality to select, transform and filter data stored in each dataset.
A natural language modeling framework based on PyTorch
Python library for processing Chinese text
pkuseg多领域中文分词工具; The pkuseg toolkit for multi-domain Chinese word segmentation
Official Stanford NLP Python Library for Many Human Languages
Mycroft Core, the Mycroft Artificial Intelligence platform.Project mention: I want my Navi to greet me | reddit.com/r/Lain | 2021-02-23
Mycroft claims to be an open source customizable voice assistant. I've never used it so do your own research. If what they say is true, it sounds like it would work.
Open source text annotation tool for machine learning practitioner.
🔮 A refreshing functional take on deep learning, compatible with your favorite librariesProject mention: thinc - A refreshing functional take on deep learning, compatible with your favorite libraries | reddit.com/r/datascience | 2021-02-17
Basic Utilities for PyTorch Natural Language Processing (NLP)
Multilingual text (NLP) processing toolkit
Stand-alone language identification system
Unsupervised Data Augmentation (UDA)Project mention: A Visual Survey of Data Augmentation in NLP | dev.to | 2020-08-26
The words that replaces the original word are chosen by calculating TF-IDF scores of words over the whole document and taking the lowest ones. You can refer to the code implementation for this in the original paper here.
NLP, before and after spaCy
What are some of the best open-source Natural Language Processing projects in Python? This list will help you: