Syne Tune
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Getting Started
Installation
What Is Hyperparameter Optimization?
First Example
Experimentation with Syne Tune
Supported HPO Methods
Security
Citing Syne Tune
License
Next Steps
Frequently Asked Questions
Examples
Tutorials
Basics of Syne Tune
How to Choose a Configuration Space
Using the Built-in Schedulers
Multi-Fidelity Hyperparameter Optimization
Benchmarking in Syne Tune
Visualization of Results
Rapid Experimentation with Syne Tune
How to Contribute a New Scheduler
How to Implement Bayesian Optimization
PASHA: Efficient HPO and NAS with Progressive Resource Allocation
Using Syne Tune for Transfer Learning
Distributed Hyperparameter Tuning: Finding the Right Model can be Fast and Fun
API docs
API Reference
benchmarking package
Subpackages
benchmarking.benchmark_definitions package
benchmarking.examples package
benchmarking.training_scripts package
benchmarking.utils package
setup module
syne_tune package
Syne Tune
API Reference
benchmarking package
benchmarking.benchmark_definitions package
benchmarking.benchmark_definitions.lstm_wikitext2 module
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benchmarking.benchmark_definitions.lstm_wikitext2 module
benchmarking.benchmark_definitions.lstm_wikitext2.
lstm_wikitext2_benchmark
(
sagemaker_backend
=
False
,
**
kwargs
)
[source]
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