How to use TensorFlow to process our own data?

• The CIFAR10 dataset (binary version) is used in this code.

The data

• download: https://www.cs.toronto.edu/~kriz/cifar.html

The result:

• I used 10k training steps, learning rate is 0.05, the performance on test dataset is 78.3%. While for the example on TensorFlow website, they used 100k training steps, got 83% on the test dataset. More can be done to improve this model.

Screenshot: