The amateur’s guide to explore Natural Language Processing

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Please feel free to reach out to me if something is wrong in this doc or if it was helpful for you or you want to have a discussion on something.

email	nishantbaheti.it19@gmail.com
github	https://www.github.com/nishantbaheti
linkedin	https://www.linkedin.com/in/nishantbaheti/
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• Natural Language Processing
• Corpus
  • Text Corpora /Text Corpus
    • Gutenberg Corpus
    • Brown
    • Inaugural
    • Popular Text Corpora
    • Text Corpus Structure
• Tokenization
  • sentence tokenizer
  • word tokenizer
  • Word Frequencies
  • Importing Items of book
    • find
    • word count
    • unique word count
    • transforming words
    • word coverage
    • filtering
• Stemming
• Co-occurance marix
  • Context words association matrix
  • Plotting word vectors
• Count Based Vectorizer
  • References
  • Count Vectorizer
  • Term Frequency Transformer
  • Inverse Document Frequency Transformer
  • TFIDF Vectorizer
• Word2Vec Algorithm
• Word2Vec Example (Amazon Products Reviews)
  • Loading data
  • Extract Reviews
  • Model Building
    • Continuous Bag of words model
    • Skip-grams model
  • Compare Models
• BERT Transformer
  • References
• BERT Demo
  • References
  • Loading Libraries
  • Loading Urls
  • Loading BERT Preprocessor
    • testing preprocessor
  • Loading Encoder
    • testing encoder
• BERT Example (Spam or Ham Classification)
  • Loading URLs
  • Loading data
  • Checking Class Count
  • Treating Imbalanced Class
  • Target Class 1 hot encoding
  • Loading BERT Preprocessor
  • Building Model
• Common frequency distribution methods
• Conditional Frequency
• PROJECT : Spam SMS Data Analytics
  • Loading NLTK (Natural Language Toolkit)
  • Tokenization
  • Lemmatization (convert a word into its base form)
  • Removing Stop Words
  • TFIDF Matrix
  • Stratified Shuffle Sampling
  • Models Pool

Additional Docs

• ML Guide Book
• Deep Learning Guide Book
• NLP Guide Book
• Python Guide Book
• mightypy
• graphpkg

Indices and tables

• Index

• Module Index

• Search Page