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* remove unnecessary word

* fix sidebar capitalization

* get rid of broken link
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pollfly
2021-08-05 23:51:49 +03:00
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docs/guides/frameworks/pytorch/notebooks/image/hyperparameter_search.md
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@@ -4,7 +4,7 @@ title: Image Hyperparameter Optimization - Jupyter Notebook
[hyperparameter_search.ipynb](https://github.com/allegroai/clearml/blob/master/examples/frameworks/pytorch/notebooks/image/hyperparameter_search.ipynb)
demonstrates integrating **ClearML** into a Jupyter Notebook which performs automated hyperparameter optimization. This
is an example of **ClearML** [automation](../../../../../references/sdk/automation_controller_pipelinecontroller). It creates a **ClearML**
is an example of **ClearML** automation. It creates a **ClearML**
[HyperParameterOptimizer](../../../../../references/sdk/hpo_optimization_hyperparameteroptimizer.md)
object, which is a search controller. The search controller's search strategy optimizer is [OptimizerBOHB](../../../../../references/sdk/hpo_hpbandster_bandster_optimizerbohb.md)
The example maximizes total accuracy by finding an optimal batch size, base learning rate, and dropout. **ClearML**