Student Performance Prediction & Academic Advisory

API & Model

Backend API Base URL

CGPA System

Exam Type

SHAP Lime

Theory Inputs

Assignment (0–10)

Presentation (0–10)

Attendance (0–10)

Quiz (0–10)

MidTerm (0–20)

Study Hours / Day (0–12)

Idle

Predictions

Predicted Final Marks

—

out of —

Predicted CGPA

—

Total — / 100

Max Theoretical CGPA

—

Assumes perfect final

Max Realistic CGPA

—

Assumes +10 final boost

Student Profile

Set your marks to build a personalized profile.

Risk: -- Predicted Total: -- / 100

Study Roadmap (Relevant Goals)

The realistic ceiling and the theoretical ceiling.

Target CGPA	Required Final	Gap	Recommendation

Explainability

Enable SHAP and / or LIME above, then run a prediction to see how each assessment component influences the result.

SHAP — Global Feature Importance

SHAP shows how each component pushes the prediction up or down. Focus on top negative contributors to maximise your marks.

Feature	Contribution

LIME — Local Explanation

LIME approximates the model locally around this student's data point. Positive weights increase the predicted score; negative weights decrease it.

Feature Condition	Weight

Human-in-the-Loop (Student Feedback)

Save your final exam record with an early answered estimate, then it will update the same record once the final result is available.

Student ID

Batch

Course Code

Student Answered [Estimate] (0–40)

Actual Final (0–40, optional for student. It will update once the final result is available)

—

AI Predicted CGPA—

Student Estimated CGPA—

Your Actual CGPA—

AI Accuracy %—

Student Vs Actual Accuracy %—

Closer Prediction—

Status—

Check your Result

Use your Student ID, Batch, and Course Code to view the stored CGPA record.

Student ID

Batch

Course Code

—

AI Predicted CGPA—

Student Estimated CGPA—

Your Actual CGPA—

Status—

Risk Level—

Feedback History

Time	Student ID	Batch	Course Code	Status	Risk	Model	AI Final	Student	Actual	AI Acc%	Answered Vs Actual Acc%

Model Performance

Switch between the Theory and Lab chart sets.

Chart Set