November 2019
Intermediate to advanced
296 pages
7h 52m
English
Content preview from Hands-On Machine Learning with TensorFlow.js
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Supported operations
One caveat to be mentioned here is that tfjs-converter and TensorFlow.js do not fully support all TensorFlow operations. This indicates that models using unsupported TensorFlow.js operations may fail to convert into the web format. Model conversion is done just to structure the operation graph and the manifest of the weight parameters, not operation implementations. If an operation is not implemented in TensorFlow.js, we cannot use the model in the web world.
Implementations are processed on a request basis. If the community and open source maintainers find many developers are waiting for an operation, they prioritize the implementation. Currently, image-based models such as MobileNet, SqueezeNet, and others are the most ...
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