Srini RamakichenaneProgram & Technology Leader

Machine Learning (ML) &
Artificial Neural Networks (ANN) Demos

Live demos, no login: models trained in classroom notebooks, with their limits shown.

Yoga Guru

Pick a pose and start the camera: it measures your angles and says what to fix.

Camera
How it's built

MoveNet SinglePose Lightning (Google, Apache 2.0) in the browser with TensorFlow.js · 12 yoga poses as data, judged by plain-JavaScript geometry · camera frames never leave the phone · Amazon CloudFront

HDB resale price estimator

Estimates an HDB flat's resale price from 244,312 past sales, and its likely error.

Pick optionsThe ML notebook
How it's built

Python, pandas and scikit-learn (linear regression, gradient boosting) in a Colab notebook · the model runs in plain JavaScript in the browser · Amazon CloudFront · HDB resale data (data.gov.sg, Singapore Open Data Licence)

Scam message checker

A trained model scores a message; Claude adds a guarded second opinion.

Paste a messageThe ML notebook
How it's built

Python, pandas and scikit-learn in a Jupyter notebook · TF-IDF and logistic regression · the model runs in plain JavaScript, no ML service · Claude on Amazon Bedrock for the second opinion

Recycling sorter

Photograph an item: a model names the material and the bin. Nothing is uploaded.

Camera or photoThe ML notebook
How it's built

MobileNetV2 transfer learning in a Keras notebook · runs in the browser with TensorFlow.js · photos never leave the phone · RealWaste data (UCI, CC BY 4.0)

Behind the demos

The platform the agents run on, and what the AI costs each day.

AI usage and spend

AI calls and spend per day, by demo, against the daily cap.

Read only

Agentic AI & Gen AI demos