DeepArchitect
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Overview
Tutorials
Search space constructs
Implementing new modules
Implementing new searchers
Supporting new frameworks
Logging and visualization
API Documentation
Contributing
DeepArchitect
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Tutorials
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Search space constructs
Starting with a fixed Keras model
Introducing independent hyperparameters
Sharing hyperparameters across modules
Expressing dependencies between hyperparameters
Delaying sub-search space creation through substitution
Minor details
Concluding remarks
Implementing new modules
Starting with the framework helper module
Working with inputs and outputs instead of modules
Simplifications for single-input single-output modules
Easily creating modules from framework functions
Implementing new substitution modules
An example of a complex substitution module
Concluding remarks
Implementing new searchers
Searcher API
Random searcher
SMBO searcher
Concluding remarks
Supporting new frameworks
Specializing the module class
Keras helpers
Pytorch helpers
Concluding remarks
Logging and visualization
Starting Keras example to adapt for logging
Evaluator and search space definitions
Main search loop with logging
Concluding remarks
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