Natural Language Processing (NLP)

• EDA and visualization of text data
• text2emotion to detect emotions from textual data
• Quantify information in statements with entropy from Information Theory
• NLTK
• Chatbot using rasa
• rasa: open source ML framework to automate text-and voice-based conversations
• WordNet for a lexical taxonomy of English words
• Clean text
• Gramformer for text correction
• Styleformer for text styling
• Data jobs description analyzed with scattertext
• Scattertext
• texthero
• yarl for URL processing
• Ecco for pattern visualization in text data
• Data QA to label data
• Text summarization
• Text similarity with Levenshtein distance
• Autocorrect for multilanguage spelling correction
• Neattext for cleaning textual data and text preprocessing
• Texthero tutorial
• Microsoft presidio for NER (Named Entity Recognition) and data anonymization
• SEER model for information extraction based on user-specified examples
• Textnets: text analysis with networks
• Universal romanizer tool
• Text summarization
• Sentence embedding
• Semantic search with txtai
• Arabica and Cappuccino for text EDA
• Simple spelling check in Python
• A guide to computational linguistics and conversational AI
• diff-match-patch: robust algorithms to perform the operations required for synchronizing plain text
• PolyFuzz: fuzzy string matching and string grouping
• Outlines: a library for neural text generation
• sense2vec: query vectors for multi-word phrases based on part-of-speech tags and entity labels
• NLP Course

Topic modeling

• Concept modeling to link text and images
• Topic coherence measures
• Intro to topic modeling with Latent Dirichlet Allocation (LDA)
• Topic modeling strategies comparison
• Hands-on topic modeling via LDA
• Advanced Topic Modeling with BERTopic
• Topic Modeling with Llama 2
• cluestar: visualisation tools to get started with text classification tasks
• Practical Guide to Topic Modeling with Latent Dirichlet Allocation (LDA)
• BERTrend: neural Topic Modeling for Emerging Trends Detection
• Turftopic: robust and fast topic models with sentence-transformers
• topicwizard: powerful topic model visualization in Python