Comments (1)
raamana
commented on June 14, 2024
An obvious issue to be solved is the definition of what the best model is — one parameter combination is only evaluated once, and a simple numerical comparison of accuracy isn’t a good/robust way pick it.
Best model could be defined by the Param combination that was most frequently selected over N>100 reps of the inner CV loop (I report it for user FYI), but often there are many within the same freq range of 30-40%, and we could employ some non-parametric stats there to pick one!
CLI option could be —report_on
from neuropredict.
Related Issues (20)
- Logging: Produce neuropredict own log
- Unable to launch multi-class classifier HOT 4
- Best options choice for classification of small and unbalanced dataset HOT 5
- Error when launching xgboost HOT 1
- Add new classifier: need of probability output? HOT 12
- Produce ROC curves for binary experiments HOT 1
- Show confidence intervals in the violin plots for BalACC, AUC etc
- List of subjects with high frequency of large residuals
- Attribute-contrained performance estimates HOT 2
- update all docs and graphics to indicate users can try different models also HOT 1
- Classification blocked with multiple 1-dimensional features HOT 6
- Add docs for all API, esp. CVResults
- Allow user to use arbitrary Estimator via API
- ImportError: cannot import name 'MultiDatasetClassify' HOT 13
- Differences betw. frequency misclassified vs frequently correctly classified
- R version HOT 2
- Enabling plug-in user-chosen models or hyper-parameters
- Classify workflow Outputs - not displaying .csv HOT 3
- ENH: adopt more sophisticated hyper param opt toolboxes
Recommend Projects
-
React
A declarative, efficient, and flexible JavaScript library for building user interfaces.
-
Vue.js
🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.
-
Typescript
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
-
TensorFlow
An Open Source Machine Learning Framework for Everyone
-
Django
The Web framework for perfectionists with deadlines.
-
Laravel
A PHP framework for web artisans
-
D3
Bring data to life with SVG, Canvas and HTML. 📊📈🎉
-
Recommend Topics
-
javascript
JavaScript (JS) is a lightweight interpreted programming language with first-class functions.
-
web
Some thing interesting about web. New door for the world.
-
server
A server is a program made to process requests and deliver data to clients.
-
Machine learning
Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.
-
Visualization
Some thing interesting about visualization, use data art
-
Game
Some thing interesting about game, make everyone happy.
Recommend Org
-
Facebook
We are working to build community through open source technology. NB: members must have two-factor auth.
-
Microsoft
Open source projects and samples from Microsoft.
-
Google
Google ❤️ Open Source for everyone.
-
Alibaba
Alibaba Open Source for everyone
-
D3
Data-Driven Documents codes.
-
Tencent
China tencent open source team.
from neuropredict.