Improve the search space of XGBoost example.
See original GitHub issueMotivation
From following resources, the search space of examples/xgboost_simple.py
seems not to be practical.
- https://www.analyticsvidhya.com/blog/2016/03/complete-guide-parameter-tuning-xgboost-with-codes-python/
- https://www.youtube.com/watch?v=VC8Jc9_lNoY
- https://www.amazon.co.jp/dp/B07YTDBC3Z/
Description
Improve the search space of examples/xgboost_simple.py
.
Additional context (optional)
I once opened #1574, but I’m not familiar with XGBoost very much. So I closed my pull request and opened this issue.
I think this ticket is good for first-time contributor.
Issue Analytics
- State:
- Created 3 years ago
- Comments:6 (5 by maintainers)
Top Results From Across the Web
Binary Classification: XGBoost Hyperparameter Tuning ...
XGBoost or eXtreme Gradient Boosting is one of the most widely used ... the total search space and possibly increase the AUC score...
Read more >A Guide on XGBoost hyperparameters tuning - Kaggle
1. Initialize domain space. The domain space is the input values over which we want to search. · 2. Define objective function. The...
Read more >Tune XGBoost Performance With Learning Curves
Running the example fits the XGBoost model, retrieves the calculated metrics, and plots learning curves. First, the model performance is ...
Read more >Hyperparameter Tuning For XGBoost - Medium
The search space includes the hyperparameters, and their values grid search builds models for. We had three hyperparameters for grid search in this...
Read more >Boosting your Machine Learning Models Using XGBoost
There are other techniques such as Grid Search that you can use to improve your machine learning model. Grid Search works by doing...
Read more >Top Related Medium Post
No results found
Top Related StackOverflow Question
No results found
Troubleshoot Live Code
Lightrun enables developers to add logs, metrics and snapshots to live code - no restarts or redeploys required.
Start FreeTop Related Reddit Thread
No results found
Top Related Hackernoon Post
No results found
Top Related Tweet
No results found
Top Related Dev.to Post
No results found
Top Related Hashnode Post
No results found
Top GitHub Comments
Sure, I think you can. It’s been assigned but it’s also been open for a while now. 👍
Let me close this issue as fixed by #2346.