text_mining_resources

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

Last synced: about 21 hours ago
JSON representation

Blog Articles, Papers, Case Studies
- Sentiment Analysis
  - CACM: Techniques and Applications for Sentiment Analysis
  - Current State of Text Sentiment Analysis from Opinion to Emotion Mining
  - Sentiment analysis, Concept analysis and Applications
  - On the negativity of negation
  - Does sentiment analysis work? A tidy analysis of Yelp reviews
  - Sentdex: Quantifying the Qualitative
  - Trump2Cash: A stock trading bot powered by Trump tweets - traded companies. A [related blog article](https://medium.com/@maxbraun/this-machine-turns-trump-tweets-into-planned-parenthood-donations-4ece8301e722#.3232hx7gx) describes a bot that turns Trump's tweets into Planned Parenthood donations.
  - Sentiment Analysis of 2.2 million tweets from Super Bowl 51
  - Lexicon-Based Methods for Sentiment Analysis - CAL (Semantic Orientation CALculator), a measure of subjectivity and opinion for sentimental analysis.
  - Sentiment Analysis Tools Overview, Part 1. Positive and Negative Words Databases
  - Data Science 101: Sentiment Analysis in R Tutorial
  - That Sentimental Feeling - syuzhet-validation/).
  - Forbes: How Quant Traders Use Sentiment To Get An Edge On The Market
  - Breakthrough Research Papers and Models for Sentiment Analysis
  - VADER: A Parsimonious Rule-based Model for Sentiment Analysis of Social Media Text - based model of sentiment analysis.
  - Twitter sentiment analysis using combined LSTM-CNN models
  - how-to-perform-sentiment-analysis-using-python-tutorial/
  - Unsupervised Sentiment Analysis with Signed Social Networks
  - Sentiment analysis, Concept analysis and Applications
  - A comparison of Lexicon-based approaches for Sentiment Analysis of microblog posts - based approach for sentiment analysis of Twitter posts, based on lexical resources such as SentiWordNet.
  - From tweets to polls: Linking text sentiment to public opinion time series
  - Lost at Sea: How Social Media is Helping Cruise Lines Attract Millennials
  - Streaming Analytics Tutorial on Azure
  - How to Analyze sentiment in Azure
  - Twitter Sentiment Analysis Overview - by-step walkthrough on how to perform sentiment analysis using TextBlob.
  - ELMO embeddings in Keras using Tensorflow Hub
  - Twitter Sentiment Analysis in Python using TextBlob
- Stemming
- Stop Words
- Text Summarization
- Transformers and Language Models
- Word and Document Embeddings
  - The Current Best of Universal Word Embeddings and Sentence Embeddings
  - An Intuitive Understanding of Word Embeddings: From Count Vectors to Word2Vec
  - An Empirical Evaluation of doc2vec with Practical Insights into Document Embedding Generation
  - Document Embedding with Paragraph Vectors
  - GloVe Word Embeddings Demo
  - Text Classification With Word2Vec
  - Document Embedding
  - From Word Embeddings To Document Distances
  - Word Embeddings, Bias in ML, Why You Don't Like Math, & Why AI Needs You
  - Word Vectors in Natural Language Processing: Global Vectors (GloVe)
  - Doc2Vec Tutorial on the Lee Dataset
  - Word Embeddings in Python with SpaCy and Gensim
  - Deep Contextualized Word Represenations - tf)
  - Universal Language Model Fine-tuning for Text Classification
  - Supervised Learning of Universal Sentence Representations from Natural Language Inference Data
  - Learned in Translation: Contextualized Word Vectors
  - sense2vec
  - Skip Thought Vectors
  - The Amazing Power of Word Vectors
  - Contextual String Embeddings for Sequence Labeling
  - A Hierarchical Multi-task Approach for Learning Embeddings from Semantic Tasks - task learning approach for a set of interrelated NLP tasks. Presented at AAAI conference in January 2019.[Implementation code](https://github.com/huggingface/hmtl).
  - An Idiot’s Guide to Word2vec Natural Language Processing
  - Word2vec: fish + music = bass
  - Universal Sentence Encoder Visually Explained
  - NLP's ImageNet moment has arrived - trained NLP language models, drawing parallels to ImageNet's contributions to computer vision.
  - Get Busy with Word Embeddings- An Introduction (February 2018)
  - An Intuitive Understanding of Word Embeddings: From Count Vectors to Word2Vec
  - Text Classification With Word2Vec
  - From Word Embeddings To Document Distances
  - Contextual String Embeddings for Sequence Labeling
  - Sequence to Sequence Learning with Neural Networks
  - An Empirical Evaluation of doc2vec with Practical Insights into Document Embedding Generation
  - An Idiot’s Guide to Word2vec Natural Language Processing
  - Document Embedding
  - Doc2Vec Tutorial on the Lee Dataset
  - Distributed Representations of Sentences and Documents - technologies.com/doc2vec-tutorial/)
  - Word2vec: fish + music = bass
  - Universal Sentence Encoder Visually Explained
Blogs
Books
Datasets
- Knowledge Graphs
  - 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.

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 641 APIs and Libraries 91 Products 64 Datasets 54 Books 44 Online courses 42 Misc 36 Online Demos and Tools 10 Benchmarks 9 Other Curated Lists 7 Major NLP Conferences 6 Blogs 5 License 1

Sub Categories

Knowledge Graphs 271 Sentiment Analysis 120 Q&A Systems, Chatbots <a id="qa-systems"></a> 109 Concept Analysis/Topic Modeling <a id="concept-analysis"></a> 66 Transformers and Language Models 62 General <a id="general-articles"></a> 60 Lexicons for Sentiment Analysis 52 Word and Document Embeddings 38 Document Classification 35 Cleaning 29 Scraping 25 Deep Learning 24 Fuzzy Matching, Probabilistic Matching, Record Linkage, Etc. <a id="fuzzy-matching"></a> 11 Document Clustering and Document Similarity 10 Machine Translation 9 Biases in NLP 7 Dimensionality Reduction 7 Sarcasm Detection 6 Stemming 6 Entity and Information Extraction 6 Text Summarization 5 Stop Words 3

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

ecosyste.ms

Data

Tools

Indexes

Applications

Experiments

Awesome

text_mining_resources

Blog Articles, Papers, Case Studies

Sentiment Analysis

Stemming

Stop Words

Text Summarization

Transformers and Language Models

Word and Document Embeddings

Blogs

Books

Datasets

Knowledge Graphs