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* remove unnecessary word

* fix sidebar capitalization

* get rid of broken link
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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) [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 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) [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) 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** The example maximizes total accuracy by finding an optimal batch size, base learning rate, and dropout. **ClearML**

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sidebars.js
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@ -59,7 +59,7 @@ module.exports = {
'guides/guidemain', 'guides/guidemain',
{'Automation': ['guides/automation/manual_random_param_search_example', 'guides/automation/task_piping']}, {'Automation': ['guides/automation/manual_random_param_search_example', 'guides/automation/task_piping']},
{'Data Management': ['guides/data management/data_man_simple', 'guides/data management/data_man_folder_sync', 'guides/data management/data_man_cifar_classification']}, {'Data Management': ['guides/data management/data_man_simple', 'guides/data management/data_man_folder_sync', 'guides/data management/data_man_cifar_classification']},
{'Clearml Task': ['guides/clearml-task/clearml_task_tutorial']}, {'ClearML Task': ['guides/clearml-task/clearml_task_tutorial']},
{'Distributed': ['guides/distributed/distributed_pytorch_example', 'guides/distributed/subprocess_example']}, {'Distributed': ['guides/distributed/distributed_pytorch_example', 'guides/distributed/subprocess_example']},
{'Docker': ['guides/docker/extra_docker_shell_script']}, {'Docker': ['guides/docker/extra_docker_shell_script']},
{'Frameworks': [ {'Frameworks': [