Real-time shelf monitoring using Computer Vision β detecting empty shelves before customers notice, and alerting store managers instantly via email.
A real problem that costs the Indian retail industry billions every year β and nobody was solving it with AI.
One day I visited a DMart store in Hyderabad. I wanted to buy milk β the shelf was completely empty. I asked a staff member. They said "Sir, we'll restock in 2 hours." I left and bought it elsewhere.
That single interaction made me think: How many customers do this every day? How much money is the store losing? I researched and discovered:
π΄ Indian retail loses βΉ2,000+ crores annually to out-of-stock (OOS) events. Staff manually walk aisles every 2 hours. They miss empty spots. It's too slow. Too expensive. Too unreliable.
π‘ But every store already has CCTV cameras installed everywhere. The footage just sits there β unused. That's when I realized: I can make those cameras intelligent.
A 5-step AI pipeline that turns existing CCTV footage into real-time shelf intelligence β no new hardware needed.
Real screenshots from the deployed app β upload any shelf image and the AI detects empty zones instantly.
More real-world AI & Data Science projects I've built β each solving a specific problem.
I'm Shiva Keshava β a Data Scientist and AI engineer from Hyderabad, India. I believe the best AI projects don't just look good on paper β they solve real problems that real people face every day.
I'm pursuing my B.Tech in Artificial Intelligence & Data Science with a CGPA of 8.2. My passion is bridging the gap between advanced AI research and real-world business impact β especially in retail, healthcare, and education.
Every project I build starts with one question: "What problem is this solving, and who benefits from it?" That's why the Shelf Stock-Out Detector wasn't just a project β it was a solution to something I personally experienced and knew others were suffering from.
I'm actively looking for opportunities in Data Science, Machine Learning Engineering, and AI roles where I can contribute real impact from day one.
I don't just write code β I solve problems. If you're looking for a Data Scientist who ships real, impactful AI, let's talk.