text_mining_resources

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

Last synced: 8 days ago
JSON representation

Misc
- Lexicons for Sentiment Analysis
Online courses
- Knowledge Graphs
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.
  - Another word2vec demo
  - Another word2vec demo
  - AllenNLP Demo
  - sense2vec: Semantic Analysis of the Reddit Hivemind
  - Cognitive Computation Group - Part of Speech Tagging Demo - of-speech tagging, information extraction tasks etc.
Other Curated Lists
- Lexicons for Sentiment Analysis
Products
- Knowledge Graphs
  - Systran - Enterprise Translation Products
  - 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
  - Alchemy API
  - brat
  - 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.
  - 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
  - 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
  - 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
  - LightTag Annotation Tool
  - Anafora - based raw text annotation tool
  - PDFLayoutTextStripper: Converts a pdf file into a text file while keeping the layout of the original pdf.
  - pdftabextract: A set of tools for extracting tables from PDF files helping to do data mining on (OCR-processed) scanned documents.
  - Tools for Extracting Data and Text from PDFs - A Review
  - PyPDF2
  - 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.
  - SAS Sentiment Analysis
  - RapidMiner
  - Annotation Lab - Free End-to-End No-Code platform for text annotation and DL model training/tuning. Out-of-the-box support for Named Entity Recognition, Classification, Relation extraction and Assertion Status Spark NLP models. Unlimited support for users, teams, projects, documents.
  - Stocktwits
  - Meltwater
  - CrowdFlower
  - Alchemy API
  - Monkey Learn
  - Google's Colab - to-go Notebook environment that makes it easy to get up and running.
  - 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.
  - Microsoft Azure Text Analytics
  - Tabula: A tool for liberating data tables locked inside PDF files.
  - SO: How to extract text from a PDF?
  - How I used NLP (SpaCy) to screen Data Science Resumes

Programming Languages

Python 19 Jupyter Notebook 3 R 3 JavaScript 3 C++ 2 HTML 2 Ruby 1 Java 1

Categories

Blog Articles, Papers, Case Studies 581 APIs and Libraries 73 Products 67 Datasets 54 Books 40 Misc 39 Online courses 36 Online Demos and Tools 12 Benchmarks 8 Major NLP Conferences 6 Other Curated Lists 6 Blogs 5 License 1

Sub Categories

Knowledge Graphs 252 Sentiment Analysis 110 Q&A Systems, Chatbots <a id="qa-systems"></a> 107 Concept Analysis/Topic Modeling <a id="concept-analysis"></a> 61 Transformers and Language Models 57 Lexicons for Sentiment Analysis 53 General <a id="general-articles"></a> 43 Word and Document Embeddings 33 Document Classification 31 Cleaning 29 Scraping 24 Deep Learning 22 Document Clustering and Document Similarity 10 Fuzzy Matching, Probabilistic Matching, Record Linkage, Etc. <a id="fuzzy-matching"></a> 9 Machine Translation 8 Stemming 6 Biases in NLP 6 Dimensionality Reduction 6 Sarcasm Detection 5 Entity and Information Extraction 5 Text Summarization 4 Stop Words 2

Keywords

natural-language-processing 10 nlp 9 machine-learning 8 python 6 text-mining 4 pdf 3 word-embeddings 3 pytorch 3 deep-learning 3 tensorflow 3 text-visualization 2 topic-modeling 2 computational-social-science 2 transformer 2 record-linkage 2 python-library 2 twitter 2 dataset 2 entity-resolution 2 dedupe 2 r 1 tidy-data 1 tidyverse 1 dedupe-library 1 data-extraction 1 extract 1 java 1 layout 1 pdfbox 1 text 1 attention 1 bert 1 paper 1 tutorial 1 bot 1 trading 1 trump 1 leaderboard 1 visual-analysis 1 bots 1 chatbot 1 chatgpt 1 chatgpt-api 1 language 1 artificial-intelligence-algorithms 1 artificial-neural-networks 1 bayesian-statistics 1 computer-vision 1 deep-neural-networks 1 deep-reinforcement-learning 1

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text_mining_resources

Misc

Lexicons for Sentiment Analysis

Online courses

Knowledge Graphs

Online Demos and Tools

Knowledge Graphs

Other Curated Lists

Lexicons for Sentiment Analysis

Products

Knowledge Graphs