作者：Stephen Smith
网站：https://smist08.wordpress.com/

The Road to TensorFlow – Part 1 Linux

• Introduction
• Linux
• Summary

The Road to TensorFlow – Part 2: Python

• Introduction
• Installation and Versions
• Python the Language
• Summary

The Road to TensorFlow – Part 3: Python Libraries

• Introduction
• Some Useful Libraries
• Some Code Finally
• Summary

The Road to TensorFlow – Part 4: The Stock Market

• Introduction
• Is This a Suitable Problem for AI?
• Hedge Funds
• The Efficient Market Hypothesis
• CAPM
• The Fundamental Law of Active Management
• Adjusted Close
• Stock Prices
• Testing with Real Money
• Summary

The Road to TensorFlow – Part 5: An Introduction to Neural Networks

• Introduction
• Biological Versus the Mechanical
• From Neurons to Matrix Equations
• Stock Market Example
• Our Input Vector
• Our Output Vector
• Summary

The Road to TensorFlow – Part 6: Optimization and Training

• Introduction
• Training
• Testing
• Local Versus Global Minimums
• Batch Versus Single
• Summary

The Road to TensorFlow – Part 7: Finally Some Code

• Introduction
• Import Libraries
• Get Stock Market Data
• Normalize the Data
• Re-arrange the Data for TensorFlow
• Accuracy
• TensorFlow Variables
• TensorFlow Model
• Training Model
• Run the Model
• Make a Prediction
• Results
• Summary