Natural Language Processing

📖🤖💬

Ilia Kopylov

High-level concepts

Natural Language Processing

Named-entity recognition

Bag-of-words

Stop words

Stemming

Lemmatisation

TF-IDF

Word embeddings

Recurrent Neural Network

Feature (in ML context)

Feature Engineering

Articles & Tutorials

How to solve 90% of NLP problems

Text Classification

Classifying text with TensorFlow Estimators

How to Use Word Embedding Layers for Deep Learning with Keras

Working With Text Data (scikit-learn)

The Unreasonable Effectiveness of Recurrent Neural Networks

Vector Representations of Words

Deep Learning NLP and Representations

Libraries

TensorFlow

scikit-learn

gensim

NLTK

TextBlob

fastText

StarSpace

Cloud Services

Dialogflow

Google Cloud NLP

IBM Watson

AWS Machine Learning

Microsoft Cognitive Services (Language)

Awesomeness

awesome-nlp

NLP-progress

Text Embeddings models (TensorFlow Hub)

Semantic Experiences (by Google)