November 2019
Intermediate to advanced
296 pages
7h 52m
English
Content preview from Hands-On Machine Learning with TensorFlow.js
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Questions
- What is the serialization format used by the model definition file of SavedModel?
- What kind of file format does the Keras API export?
- Let's assume we want to convert the following model. Please describe the options for converting it using tfjs-converter:
- SavedModel
- The model tag is my_mobilenet1
- The output node name is y
- Write code to import a pretrained MobileNet into TensorFlow.js. The model is uploaded to TensorFlow Hub: https://tfhub.dev/google/imagenet/mobilenet_v2_100_224/classification/3.
- What is the recommended model size to import a model into web browsers in general? Do you think you can optimize the memory footprint of the SavedModel or Keras model?
- In order to achieve the best performance when loading the model ...
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