COMPUTER VISION · SIGNAL PROCESSED

Shantanu
Tripathi

Detects faces, flags intrusions, follows lines — and occasionally rhymes.

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Shantanu Tripathi smiling, wearing reflective sunglasses

SUBJECT_01 · CLASS: HUMAN · STATUS: SMILING · CONF 99.2%

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About

Three years into computer vision and I've learned the machines are better at spotting faces than I am at spotting deadlines.

I build systems that detect, recognize, and predict in real time — the kind of work where "close enough" gets you fired and "99%" gets you a good night's sleep.

I've done this at Metafusion, Awiros, and Bobble AI — three very different rooms, one recurring theme: teach a model to notice something a human would've missed, then ship it before anyone notices you. Vision, NLP, the occasional robot. All of it, eventually, comes down to the same question — what's actually in this frame, and what do we do about it.

Before any of that, I was President of IRIS, our robotics club, which mostly meant convincing a room of very smart people to build things that balanced, followed lines, and didn't catch fire. Leadership, it turns out, is just debugging with more people involved.

Off the clock, I play percussion, write poetry, and draw characters that will never appear in a dataset. Call it my analog fallback — for when the model's confident and I'm not.

“Every model learns to look closer. I'm just trying to learn the same.”

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Featured Detections

Nine problems, nine models, one running theme: teach a machine to notice something worth noticing.

VISION 0.0% MATCH

Face Recognition

Detects and recognizes faces in the same breath, in real time — no "hang on, let me check" required.

OpenCV · Deep Metric Learning

Real-time inventory detection and tracking system VISION 0.0% MATCH

Inventory Automation

A real-time detector that spots, sorts, and tracks packages so nobody has to count boxes by hand again.

Object Detection · Tracking

Real-time intrusion detection algorithm visualization VISION 0.0% MATCH

Intrusion Detection

A real-time system that flags intrusions with 99% accuracy — the 1% keeps me humble.

Anomaly Detection · Video

Facial emotion recognition model output VISION 0.0% MATCH

Facial Emotion Recognition

Reads a face and sorts it into one of seven emotions, faster than most people read a room.

CNN · 7-Class Classification

Smile detection CNN sample output VISION 0.0% MATCH

Smile Detection

A CNN trained on one simple question: is this person actually smiling, or just tolerating the camera.

Convolutional Neural Network

NLP next-word prediction typing assistant NLP 0.0% MATCH

Typing Helper

An NLP model that predicts your next word before you've fully committed to it — typing, sped up.

Language Modeling

Relation extraction model mapping word relationships NLP 0.0% MATCH

Relation Extractor

A deep learning model that maps how words in a sentence actually relate — grammar, minus the guesswork.

Deep Learning · NLP

Self-balancing two-wheel robot ROBOTICS 0.0% MATCH

Self-Balancing Bot

A two-wheeled robot that stays upright through sheer feedback-loop stubbornness.

PID Control · Embedded

Infrared line-following robot ROBOTICS 0.0% MATCH

Line Follower

An infrared-guided bot that tracks a black line without ever asking for directions.

Infrared Sensors · Embedded

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Blogs

NO ENTRIES DETECTED — WRITING QUEUE: 0

Nothing published yet — the drafts folder is basically a bounding box around good intentions. Detection pending; recognition to follow.

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Contact

Got a project, a question, or a strong opinion about neural nets — this is where that conversation starts.