GNEST305 · AI & DATA SCIENCE KTU B.TECH

Curated Academic Portal · Modules 2, 3 & 4
✨ Complete Solved Courseware & Interactive Labs

Master AI & Data Science with Interactive Mathematical Rigor

Comprehensive step-by-step KTU 7-mark solved numerical calculations, master question bank of 234 questions, real-time reactive labs, interactive 3-D PCA cloud, and knowledge graph.

234
Solved Question Bank
36
7-Mark Solved Numericals
8
Interactive Live Labs
0%
Study Progress

📈 1 · Least-Squares Regression & Correlation

Calculates slope b, intercept a, Pearson r, R², and live predictions with canvas scatter plot.

Presets:

🧬 2 · Bayes' Theorem & Diagnostic Testing

Visualizes base-rate fallacy across a 100,000 population canvas distribution.

Presets:

🪙 3 · Maximum Likelihood Estimation (MLE)

Likelihood function L(p) curve for Bernoulli coin flips showing peak at p̂ = h/n.

🔄 4 · Eigen / Spectral Transform Visualizer

Transforms unit circle along matrix eigenvectors into an ellipse.

📊 5 · Descriptive Statistics Calculator

Calculates mean, median, mode, sample/population variance, standard deviation & Pearson skewness.

🎯 6 · k-NN 2D Classifier (Click Canvas)

Click anywhere on the grid to place student query (Study vs Sleep) & classify.

📉 7 · PCA Explained Variance Explorer

Wisconsin Breast Cancer dataset: determine components needed for variance threshold.

🧪 8 · Custom k-NN Playground

Add your own Class A (green) and Class B (pink) points, then predict new coordinates.

Click '+ Class A' or '+ Class B' to add points on the canvas.

🧊 3-D PCA Cloud Visualizer

Drag mouse or swipe on canvas to rotate in 3D. Slide the projection slider to squash the 3-D Gaussian cloud onto the PC1–PC2 plane.

👆 Touch & Drag 3D Space to Rotate Point Cloud

🕸 Interactive Academic Knowledge Graph

Force-directed physics simulation of core course concepts. Hover over a node to light up its prerequisites; click a node to filter questions in the Question Bank!

👆 Touch Nodes to Highlight Connections · Tap to Filter Questions

🎯 Rapid-Fire Practice Quiz

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