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text_mining_resources

Resources for learning about Text Mining and Natural Language Processing
https://github.com/stepthom/text_mining_resources

Last synced: 4 days ago
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Blog Articles, Papers, Case Studies
Products
- Knowledge Graphs
  - Dialogflow
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - Systran - Enterprise Translation Products
  - Alchemy API
  - brat
  - Lyrebird.ai - Realistic Voice Cloning and Text-to-Speech” recognition platform. This Canadian start-up has created a product/platform that syncs both voice cloning with text-to-speech. Lyrebird recognizes the intonations and voice patterns from audio recordings, and overlays text data input to recreate a text-to-speech audio file output from the selected voice pattern audio recording.
  - Ask Data by Tableau Software Inc. - on to help assist existing Tableau platform users with retrieving quick and easy data visualizations to drive business intelligence insights. Similar to a search engine user interface, Tableau’s Ask Data feature interface applies NLP from user text input to extract key words to find data analytics and business insights quickly on the Tableau Platform.
  - Weka - to-use, graphical Machine Learning Workbench including NLP capabilities.
  - Microsoft Azure Text Analytics
  - Amazon Lex
  - Amazon Comprehend
  - Apache PDFBox
  - SO: How to extract text from a PDF?
  - Tools for Extracting Data and Text from PDFs - A Review
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - SAS Sentiment Analysis
  - STATISTICA
  - Text Mining (Big Data, Unstructured Data)
  - Gate
  - Video: How IBM Watson learns (3 minutes)
  - Video: IBM Watson on Jeapardy! (10 minutes)
  - Video: IBM Watson: The Science Behind an Answer (7 minutes)
  - Stocktwits
  - Meltwater
  - Lexalytics Sematria
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - Lyrebird.ai - Realistic Voice Cloning and Text-to-Speech” recognition platform. This Canadian start-up has created a product/platform that syncs both voice cloning with text-to-speech. Lyrebird recognizes the intonations and voice patterns from audio recordings, and overlays text data input to recreate a text-to-speech audio file output from the selected voice pattern audio recording.
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
  - How I used NLP (SpaCy) to screen Data Science Resumes
Misc
- Lexicons for Sentiment Analysis
Books
Datasets
- Knowledge Graphs
  - The Multi-Genre NLI Corpus
  - MIMIC
  - Clinical NLP Dataset Repository - available clinical datasets for use in NLP research.
  - Twitter US Airline Sentiment
  - DuoRC - answer pairs with evaluation script for Paraphrased Reading Comprehension
  - EDGAR Financial Statements
  - UCI's Text Datasets
  - data.world's Text Datasets
  - Insight Resources Datasets
  - Consumer Complaint Database
  - Sentiment Labelled Sentences Data Set
  - Amazon product data
  - Data is Plural
  - FiveThirtyEight's datasets
  - r/datasets
  - R's `datasets` package
  - 200,000 Russian Troll Tweets - Released by Congress from Twitter suspended accounts and removed from public view.
  - Wikipedia: List of datasets for ML research
  - Kaggle: UMICH SI650 - Sentiment Classification
  - Lee's Similarity Data Sets
  - 15 Best Chatbot Datasets for Machine Learning
  - A Survey of Available Corpora for Building Data-Driven Dialogue Systems
  - First Quora Dataset Release: Question Pairs
  - The Best 25 Datasets for Natural Language Processing
  - American National Corpus Download
  - Awesome Twitter
  - The Big Bad NLP Database
  - CBC News Coronavirus articles
  - Huggingface
  - Corpus of Presidential Speeches (CoPS) and a Clinton/Trump Corpus
  - 15 Best Chatbot Datasets for Machine Learning
  - 15 Best Chatbot Datasets for Machine Learning
  - Million Song Lyrics - Of-Words (BOW) format.
- Lexicons for Sentiment Analysis
  - MPQA Lexicon
  - SentiWordNet
  - nrc
  - Bing
Blogs
Online Demos and Tools
- Knowledge Graphs
  - Stanford Parser
  - Stanford CoreNLP
  - word2vec demo
  - sense2vec: Semantic Analysis of the Reddit Hivemind
  - RegexPal
  - Cognitive Computation Group - Part of Speech Tagging Demo - of-speech tagging, information extraction tasks etc.
  - Cognitive Computation Group - Part of Speech Tagging Demo - of-speech tagging, information extraction tasks etc.
Online courses
- Knowledge Graphs
APIs and Libraries
- Knowledge Graphs
  - LDAvis
  - keras - level neural networks 'API'. ([RStudio Blog: TensorFlow for R](https://blog.rstudio.com/2018/02/06/tensorflow-for-r))
  - Spark NLP - grade, scalable, and trainable versions of the latest research in natural language processing.
  - Apache Spark - purpose cluster computing system. It provides high-level APIs in Java, Scala, Python and R, and an optimized engine that supports general execution graphs.
  - MLlib
  - LDA
  - h5py
  - HDF5
  - Introduction to StanfordNLP: An Incredible State-of-the-Art NLP Library for 53 Languages (with Python code)
  - Stanford Parser
  - Stanford POS Tagger - of-Speech tagger.
  - Stanford Named Entity Recognizer
  - Comparison of Top 6 Python NLP Libraries
  - R packages
  - tm
  - lsa
  - lda
  - textir
  - corpora
  - tau
  - sentimentr - based sentiment analysis.
  - cleanNLP - based sentiment analysis.
  - RSentiment - based sentiment analysis. Contains support for negation detection and sarcasm.
  - text2vec - friendly tools for text vectorization, topic modeling (LDA, LSA), word embeddings (GloVe), similarities.
  - fastTextR
  - retweet - recipes/))
  - topicmodels
  - textmineR
  - gtrendsR
  - Analyzing Google Trends Data in R
  - textstem
  - NLPutils
  - Udpipe
  - Python modules
  - Tutorial
  - Spark NLP - grade, scalable, and trainable versions of the latest research in natural language processing.
  - spaCy - Strength Natural Language Processing in Python.
  - textblob
  - Natural Language Basics with TextBlob
  - Gensim
  - Pattern.en - of-speech tagger for English, sentiment analysis, tools for English verb conjugation and noun singularization & pluralization, and a WordNet interface.
  - textmining
  - Scrapy
  - PyText - learning based NLP modeling framework built on PyTorch.
  - Beautiful Soup
  - embeddings
  - fastText
  - polyglot
  - textacy
  - Stanford Classifier
  - Stanford Topic Modeling Toolbox
  - Apache OpenNLP
  - TextRazor API
  - pyCaret's NLP Module - code machine learning library in Python that aims to reduce the cycle time from hypothesis to insights; also, PyCaret's Founder Moez Ali is a Smith Alumni - MMA 2020.
  - TFIDF - inverse document frequency
Other Curated Lists
- Lexicons for Sentiment Analysis
Major NLP Conferences
- Knowledge Graphs
Benchmarks
- Knowledge Graphs
  - SQuAD 1.0 paper
  - SQuAD 2.0 paper
  - GLUE leaderboard
  - GLUE paper - sentence tasks (e.g. check if grammar is correct, sentiment analysis), similarity and paraphrase tasks (e.g. determine if two questions are equivalent), and inference tasks (e.g. determine whether a premise contradicts a hypothesis).

Programming Languages

Categories

Blog Articles, Papers, Case Studies 593 Products 59 APIs and Libraries 55 Misc 45 Datasets 37 Online courses 31 Books 30 Online Demos and Tools 7 Major NLP Conferences 6 Blogs 4 Benchmarks 4 Other Curated Lists 4 License 1

Sub Categories

Knowledge Graphs 198 Sentiment Analysis 120 Q&A Systems, Chatbots <a id="qa-systems"></a> 111 Concept Analysis/Topic Modeling <a id="concept-analysis"></a> 73 Transformers and Language Models 65 Lexicons for Sentiment Analysis 54 General <a id="general-articles"></a> 37 Cleaning 36 Document Classification 33 Scraping 28 Word and Document Embeddings 27 Deep Learning 16 Document Clustering and Document Similarity 7 Machine Translation 7 Biases in NLP 5 Fuzzy Matching, Probabilistic Matching, Record Linkage, Etc. <a id="fuzzy-matching"></a> 5 Dimensionality Reduction 4 Stemming 4 Entity and Information Extraction 4 Sarcasm Detection 3 Text Summarization 3 Stop Words 2