Keras Links

See the Pen Web-App-Template01 by Jeremy Ellis (@rocksetta) on CodePen.

My Single Webpage Keras Examples

My latest stuff started: Jun 29, 2018

• kl01-basic.html Demo --> Code The most basic xOr Keras Layer
• kl02-integers.html Demo --> Code Keras layers with just integers
• kl03-floats.html Demo --> Code Keras layers using float point numbers (decimals)
• kl03b-weird-floats.html Demo --> CodeWeird loss NaN as the values get above about 15. Not sure why
• hacktf01.html (having a look inside tensorflowjs) Demo --> Code Need to learn a bit more about the tensorflowjs API
• working on pausing a model.fit graceful-exit04.html Demo --> Code
• grace-squai01.html starting to get better with the graceful exitDemo --> Code Nice bit of data about activation funcitons https://conx.readthedocs.io/en/3.5.4/ActivationFunctions.html

  My older stuff

• tfjs10-xor-layers Demo --> Code
• tfjs15-keras.html Demo --> Code
• char-rnn.html (deprecated at version 0.91) Demo --> Code
• 16tfjs-convolutional.html Demo --> Code
• 17tfjs-lstm.html Demo --> Code
• 18tfjs-lstm-words.html Demo --> Code
• lstm-scai-04.htm (Best one I have seen) Demo --> Code
• Demo --> Code
• Demo --> Code

Other Peoples Keras Examples

• Trensorflowjs Addition-RNN Demo --> Code
• Trensorflowjs Iris layers Demo --> Code
• Trensorflowjs MNIST-transfer-cnn using layers Demo --> Code
• Trensorflowjs MNIST using layers Demo --> Code
• Trensorflowjs Polynomial Regression Demo --> Code
• Trensorflowjs Translation Demo --> Code
• Webcam Transfer Learning Demo --> Code
• Demo --> Code
• Demo --> Code

My Issues with Keras

1. Prep any kind of data: one-hot, integers, decimals, sentences, images, video,
2. Basic use of Keras
3. How many and which type of layers to use
4. Shuffle (randomize) and split input data (getting close with this)
5. Show Loss during training
6. Prep data for prediction
7. Output results (Getting better at this)
8. Advanced multiple inputs and outputs. See articles by keras-multiple-outputs-and-multiple-losses and this one multi-class-classification-tutorial-keras-deep-learning-library