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NLP - Coggle Diagram
NLP
Plan
Bag-Of-Words
Understanding email with Yes/No
Vector for each word (20,000 words)
Logistic Regression
Neural Network
Issues with Bag-of-words
Fixed-sized-input
Seq2Seq Architecture
many to many
Encode -- Decode
Multiple layers and the input to goes to encoder and decoder
Types of NLP
Natural learning Processing
Deep NLP
Seq2Seq
Deep Learning
Classical vs Deep Learning models
Classical
if/Else Rules (Chat bot)
Audio frequency components analysis(Speech Recongnition)
Bag-of-words(Classification)
Deep NLP
CNN for text Recognition(Classification)
Seq2Seq (E2E DL)
End-to-end deep learning models
Issues in other approches
Why is it best?
Seq2Seq Training
Beam Search Decoding
Attention Mechanisms
Annex 2:RNNs
Annex 1: ANNs
Applications
Speech Transcription
Natural Machine Translation
Chatbots
Q&A
Text Summarization
Image Captioning
Video Captioning