Natural Language Processing Recipes: Unlocking Text Data with Machine Learning and Deep Learning Using Python

Index

A

Activation function, types of

B

Backpropagation Through Time (BPTT)

Backward propagation

Bidirectional LSTM

C

Census Data

Cloud storage

Context-based feature engineering methods

embedding method

feature vector

Google Colab

InferSent

install/import libraries

Open-AI GPT

process text data

universal encoder

Continuous Bag of Words (CBOW)

Convolutional Neural Networks (CNN)

data

layers

convolution

flatten

fully connected

pooling

softmax

ReLU

co_occurrence_matrix function

Co-occurrence matrix

create function

generate

importing libraries

Cosine similarity

Count vectorizer

D

Data collection

HTML file

JSON file/object

PDF files

Twitter API

Word files

Data sources

Data storage

Deduplication

Deep generative models

Deep learning

CNN

components of

IR

next word prediction

data collection

data preparation ...