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Added Smart System for quick-wide Experiments #26

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Jan 12, 2025
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Explanation

  • If user goes with 'quick' and then 'wide' without changing validation params, FlexML will only append non-existed models to save time
  • random_state's default value is set to 42 instead of None, but user will be able to set it to None. If It's None, every experiment's result will be different since data will be prepared with different random seed in each execution
  • Changed naming of the variables starts with '_current' since they are not clear, set them to start with '_last' since they keep the information of the last experiment's info
  • Adjusted model performance table on jupyter notebook. It won't highlight any values If there is only one result in the table since you can't compare a single result

* If user goes with 'quick' and then 'wide' without changing validation params, FlexML will only append non-existed models to save time
* random_state's default value is set to 42 instead of None, but user will be able to set it to None. If It's None, every experiment's result will be different since data will be prepared with different random seed in each execution
* Changed naming of the variables starts with '_current' since they are not clear, set them to start with '_last' since they keep the information of the last experiment's info
* Adjusted model performance table on jupyter notebook. It won't highlight any values If there is only one result in the table since you can't compare a single result
@ozguraslank ozguraslank added the optimization Speed and Code optimization label Jan 12, 2025
@ozguraslank ozguraslank added this to the 1.1.0 milestone Jan 12, 2025
@ozguraslank ozguraslank self-assigned this Jan 12, 2025
@ozguraslank ozguraslank merged commit 7f8e6dd into main Jan 12, 2025
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@ozguraslank ozguraslank deleted the smart_quick_wide branch January 15, 2025 15:33
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