nlp-resources

A curated list of awesome machine learning frameworks, libraries, courses, books and many more.
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Table of Contents

• Free Books

• Courses

• Videos and Lectures

• Papers

• Tutorials

• Sample Code

• Datasets

• Conferences

• Libraries

Free Books

1. NLTK Book
2. Text Mining with R - Julia Silge and David Robinson

Courses

1. Natural Language Processing - Coursera
2. Nautral Language Processing - Edx
3. Oxford CS Deep NLP

Videos and Lectures

1. 2016 CS224D Deep Learning For Natural Language Processing Lecture Videos
2. Natural Language Processing

Papers

1. Breaking Sticks and Ambiguities with Adaptive Skip-gram
2. Distributed Representations of Words and Phrases and their Compositionality
3. Learning the Dimensionality of Word Embeddings
4. Emergence of Language with Multi-agent Games: Learning to Communicate with Sequences of Symbols
5. Skip Thought Vectors

Tutorials

1. Natural Language Processing
2. Machine Learning, NLP: Text Classification using scikit-learn, python and NLTK
3. Multi-Class Classification Tutorial with the Keras Deep Learning Library
4. Topic Modeling with Scikit Learn
5. Data Science with Python & R: Sentiment Classification Using Linear Methods

Sample Code

1. Sentiment
2. Prediksi Gender Nama
3. Topic Modeling
4. POS Tagging NLTK (Bahasa Indonesia)
5. Naive Bayes Document Classifier (Bahasa Indonesia)

Datasets

1. Amazon Reviews
2. ArXiv
3. BimaNLP

Libraries

1. NLTK
2. Gensim
3. TextBlob
4. Spacy
5. Sastrawi
6. Nalapa
7. Polyglot

Contributing

Jika ingin berkontribusi dalam github ini, sangat disarankan untuk Pull Request namun dengan resource berbahasa indonesia.

Frequently Ask Question (FAQ)

FAQ menjawab pertanyaan pertanyaan umum terkait repository ini mulai dari naming convention, pertanyaan dasar hingga pertanyaan lanjut.