Tensorflow - Summary

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Reference

• [ ] Tensorflow Tutorials
• [x] Youtube 炼数成金 tensorflow 课程
• [ ] Stanford University class - CS20SI Tensorlfow
• [ ] tensorflow 资源
• [ ] tensorflow 源码分析
• [ ] datasets
• [ ] Google ML course
• [ ] tensorflow - gpu - cuda -cudnn - gcc version

Brief

• TensorBoard
• TFRecord
• tensorflow.keras
• tfjs
• slim

History

Tensorflow official tutorials

• [ ] Get Started with TensorFlow
• [ ] Learn and use machine learning
  • [x] Train your first neural network: basic classification
  • [x] Text classification with movie reviews
  • [x] Predict house prices: regression
  • [x] Explore overfitting and underfitting
  • [x] Save and restore models
• [ ] Research and experimentation
• [ ] Learn more about TensorFlow

Colab examples

• [x] basic_classification - Fashion MNIST
• [x] basic-text-classification - Text classification with movie reviews
• [x] basic-regression - Predict house prices: regression

Log

os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2'

num	输出信息
“0”	INFO + WARNING + ERROR + FATAL
“1”	WARNING + ERROR + FATAL
“2”	ERROR + FATAL
“3”	FATAL

[junxnone]

5

TODO

• [ ] PoseNet & Move Mirror
• [ ] dopamine
• [ ] Machine Learning Fairness