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## Describe the bug
From my experiments it seems like the sign for the Ranger is inverted. All other optimizers (including Ranger21) has steps in the opposite direction of Ranger.
Note that I'm…
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### Search before asking
- [X] I have searched the YOLOv8 [issues](https://github.com/ultralytics/ultralytics/issues) and [discussions](https://github.com/ultralytics/ultralytics/discussions) and f…
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Hyperparameter search by line/grid search and Nelder-Mead should be supported for all recommenders;
For recommenders that use a learn rate (=step size), there should also be routines for learning good…
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@fatemehmomeni80 hello! 🌟 It's great to hear about your enthusiasm for improving YOLOv8's performance on your dataset. Since you're exploring innovations, here are a couple of ideas to c…
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0. Write down the architecture we agreed on (1-pager).
1. Build container / generator class for the back end.
2. Get brute-force grid search working through the Java API. Cartesian product, no …
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**Is your feature request related to a problem? Please describe.**
Hydra offers a way to set the environment variables, that are specific for each job - section hydra.job.env_set [here](https://hyd…
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Use a regression model to investigate the relationship between `Library Type` and `Delta Reads`
- `Delta Reads = Total Reads - Targeted Reads`
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For a search, the user should be able to say "gaussian with mean 10 and std dev 2" or "log uniform" for hyperparameter search.
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### Search before asking
- [X] I have searched the YOLOv8 [issues](https://github.com/ultralytics/ultralytics/issues) and [discussions](https://github.com/ultralytics/ultralytics/discussions) and fou…