Learning Analytics Dashboard
Real-time machine learning predictions, accomplishments, and tailored path directives.
Quick Stats
Automated Recommendations
Netflix-style adaptive learning recommendations based on performance history:
Badges & Achievements
ML Performance Forecast
Predicting final academic outcome based on study patterns:
Predictor Context
- Study Time vs Attendance weighted ratio: Optimal.
- Prerequisites: Dijkstra Shortest Path mapped.
Update variables under the Predictor (ML) tab to see this forecast dynamically recalibrate.
Curriculum Organizer (DSA Graph & Tree)
Visualize BFS, DFS, Dijkstra Shortest Path, and Topological Sort sequence directly mapped to subject dependencies.
Syllabus Tree Structure (Subjects & Topics)
Click headers to toggle collapse state in the educational syllabus tree:
Performance Forecast Model (ML)
Tweak student stats to trigger score forecasts, or fit weights using multivariate Gradient Descent.
Forecast Parameters
Multivariate Linear Regression Fit
Mathematical model equation using updated coefficients:
Current Model Weights (Coefficients)
Training MSE Loss history
GenAI Tutor & Revision Cards
Converse with your tutor, request interactive quizzes, and convert text to summarized revision cards.
Automated Text Summarizer
Paste lecture notes or chapter paragraphs to generate key points and revision flashcards:
Interactive Concept Quiz
Generate quizzes covering selected topics to test your comprehension and adjust prediction parameters.
Retrieval-Augmented Generation (RAG) Pipeline
Visualize textbook processing, vector coordinates database lookup, and prompt formulation.
2D Vector Space Projection
Visualizing text similarity using term-frequency cosine distances (2D scatter projection):