Upload File

Download - Stock Prediction Using NLP and Deep Learning

Transcript
Page 1: Stock Prediction Using NLP and Deep Learning
Page 2: Stock Prediction Using NLP and Deep Learning

•

•

Page 3: Stock Prediction Using NLP and Deep Learning

Developed by the Google Brain Team for the purposes of

conducting machine learning and deep neural networks research

Director of AI Research, FacebookFounding Director of the NYU CDS

Page 4: Stock Prediction Using NLP and Deep Learning
Page 5: Stock Prediction Using NLP and Deep Learning
Page 6: Stock Prediction Using NLP and Deep Learning

•••••

Page 7: Stock Prediction Using NLP and Deep Learning
Page 8: Stock Prediction Using NLP and Deep Learning

Binary classification task. Hence, there are only two labels:

"1" when DJIA Adj Close value rised or stayed as the same;"0" when DJIA Adj Close value decreased.

80%/20% split.

Page 9: Stock Prediction Using NLP and Deep Learning

I like pizza

["I", "like", “pizza”, "."]Tokenization

[ "i","like",”pizza”, ".","PAD","PAD"]Model Input

Original Text

Page 10: Stock Prediction Using NLP and Deep Learning

●●

Page 11: Stock Prediction Using NLP and Deep Learning
Page 12: Stock Prediction Using NLP and Deep Learning
Page 13: Stock Prediction Using NLP and Deep Learning

Top Related

Deep Learning for Link Prediction in Dynamic Networks ...€¦ · Deep Learning for Link Prediction in Dynamic Networks ... ... 10:
Deep Learning for Link Prediction in Dynamic Networks ...€¦ · Deep Learning for Link Prediction in Dynamic Networks ... ... 10:
CS224d: Deep NLP Lecture 13: Convolutional Neural Networks ...cs224d.stanford.edu/lectures/CS224d-Lecture13.pdf · CS224d: Deep NLP Lecture 13: Convolutional Neural Networks (for
CS224d: Deep NLP Lecture 13: Convolutional Neural Networks ...cs224d.stanford.edu/lectures/CS224d-Lecture13.pdf · CS224d: Deep NLP Lecture 13: Convolutional Neural Networks (for
Learning Deep Structured Semantic ... - Purdue NLP Group
Learning Deep Structured Semantic ... - Purdue NLP Group
Deep Learning Architectures for NLP (Hungarian NLP Meetup 2016-09-07)
Deep Learning Architectures for NLP (Hungarian NLP Meetup 2016-09-07)
List of Deep Learning and NLP Resourcescs- · List of Deep Learning and NLP Resources Dragomir Radev dragomir.radev@yale.edu May 3, 2017 * Intro +
List of Deep Learning and NLP Resourcescs- · List of Deep Learning and NLP Resources Dragomir Radev [email protected] May 3, 2017 * Intro +
Engineering Intelligent NLP Applications Using Deep Learning – Part 1
Engineering Intelligent NLP Applications Using Deep Learning – Part 1
Deep Learning for NLP @Noah€¦ · Deep Learning for NLP @Noah: progress, challenges and opportunities Zhengdong Lu ... Deep Matching Models: • Models addressing different aspects
Deep Learning for NLP @Noah€¦ · Deep Learning for NLP @Noah: progress, challenges and opportunities Zhengdong Lu ... Deep Matching Models: • Models addressing different aspects
Deep Learning for NLP
Deep Learning for NLP