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TensorFlow Deep Learning Projects
book

TensorFlow Deep Learning Projects

by Alexey Grigorev, Srinivas Kulkarni, Rajalingappaa Shanmugamani
March 2018
Intermediate to advanced
320 pages
7h 53m
English
Packt Publishing
Content preview from TensorFlow Deep Learning Projects

Stock Price Prediction with LSTM

In this chapter, you'll be introduced to how to predict a timeseries composed of real values. Specifically, we will predict the stock price of a large company listed on the NYSE stock exchange, given its historical performance.

In this chapter we will look at:

  • How to collect the historical stock price information
  • How to format the dataset for a timeseries prediction task
  • How to use regression to predict the future prices of a stock
  • Long short-term memory (LSTM) 101
  • How LSTM will boost the predictive performance
  • How to visualize the performance on the Tensorboard

Each of these bullet points is a section in this chapter. Moreover, to make the chapter visually and intuitively easier to understand, we will ...

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Publisher Resources

ISBN: 9781788398060