Deep Learning NLP Tutorial from Scratch
Feedback: [email protected]
To-Do
##Tensorflow Tutorial (1.4 or Later)
Text Classificaiton
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English
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Korean
- Domain / Intend Classification Using Deep Learning & Ensemble Model (95+% Accuracy) - On_Progress
Sequence-to-Sequence
Text Summarization
Machine Comprehension
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Dataset
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Source Code - English
- Bi-directional Attention Flow for Machine Comprehension - Minjoon Seo - Check
- BM25
- Machine Learning Knowledge Exchange
- Machine Comprehension - IBM
- Teaching Machines to Read and Comprehend (Theano) - Deep Mind
- Teaching Machines to Read and Comprehend (Theano/Lasagne)
- Attentive Reader(Tensorflow) - carpedm20
- SeqMacthSeq(Torch) - shuohangwang
- Machine Comprehension in Keras(Teaching Machines to Read and Comprehend)
Keras Tutorial
- Keras Documentation - Check
- Keras Github - Check
- Keras Tutorial - Karlijn Willems
- Keras Cheat Sheet - Karlijn Willems: Complete
- Deep Learning in Python(Keras) - Dan Becker: Complete
NLP Tutorial
- Deep Learning for NLP - Oxford (Deep Mind) - On_Progress
- Deep Learning for NLP 224d - Stanford - On_Progress
Word Embedding
- Dataset
Song Lyrics Generator (Inspired by Siraj Raval)
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Paper
##Pytorch
##Python
##Scala
- Tutorial
Reference
Data Preprocessing
Machine Learning / Deep Learning
- Deep Learning Zero To All: Sung Kim
- Deep Learning Tutorial for 10 weeks- sjchoi86
- Step-by-Step Guide: ML Python
- Awesome Code
- Xavier initialization
Natural Language Procesing
- Datasets for NLP: QA/Dialog System/Goal-Oriented Dialogue Systems
- Topic Modeling for Python (Korean & English)
- ParlAI: Dialog Research Open source from Facebook
- AwesomeNLP: 자연어처리 관련 자료 모음