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CASE STUDY · POKÉMON LEGENDARY CLASSIFICATION

Model Selection
Playground

Cross-validation · leakage-safe tuning · model comparison · test once

Open Kahoot ↗
01POKÉMON INPUTS
02MODEL EVIDENCE
03CV SCORE
04DECISION
05TEST ONCE
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CENTRAL QUESTION

PREDICT

EXPERIMENT

WORKBENCH

Evidence experiment

Loading model evidence…

EVIDENCE RETURNED

What the experiment says

REASONING CHECK

PYTHON CODE COMPANION

SCIKIT-LEARN
WHY THIS HELPS

CONNECTED INTERACTIVE REVIEWS

One evidence-first learning sequence.

01Supervised MLmodels → errors → evaluation → ensembles 02SQL Dinner-Party Mysteryquestion → predict → run → inspect evidence → decide → reveal 03Model Selection Playgroundcross-validation → tune → select → test once

STREAMLIT CONNECTION

Batch the Prediction Arena deliberately.

The companion implementation was built in Streamlit. st.form batches several widget changes and submits them together instead of handling each input change independently.

Streamlit forms ↗