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feat: add dedicated Placement Prediction page with ML model explanation#19

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copilot/discuss-placement-prediction
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feat: add dedicated Placement Prediction page with ML model explanation#19
Copilot wants to merge 2 commits intomainfrom
copilot/discuss-placement-prediction

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Copilot AI commented Apr 6, 2026

The placement prediction feature (FastAPI ANN + Node proxy + React form) was fully wired up but buried in the mentee dashboard with no dedicated route, no nav entry, and no explanation of the underlying model.

Changes

  • client/src/pages/PlacementPage.jsx (new) — standalone page wrapping the existing PlacementPrediction form, prefaced with a "How the ML Model Works" section covering:

    • Training data origin (institution records + synthetic features)
    • mRMR feature selection
    • ANN architecture: Dense(16, ReLU) → Dropout(0.2) → Dense(8, ReLU) → Dropout(0.2) → Dense(1, Sigmoid)
    • Inference flow (StandardScaler → network → probability threshold at 0.5)
    • Input features table with ranges and correlation impact
  • client/src/App.jsx — adds protected /placement route

  • client/src/components/Layout.jsx — adds BrainCircuit-icon "Placement" sidebar entry, scoped to mentee role only

…on and nav link

Agent-Logs-Url: https://github.com/khushalb002/MMSpace/sessions/cb40d9ef-42c2-4e1e-96dd-ab09ba4964dc

Co-authored-by: Swoyamjeetcodes <130480063+Swoyamjeetcodes@users.noreply.github.com>
Copilot AI changed the title [WIP] Explain how placement prediction works with ML model feat: add dedicated Placement Prediction page with ML model explanation Apr 6, 2026
Copilot AI requested a review from Swoyamjeetcodes April 6, 2026 12:21
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2 participants