Over the last few years having worked on the production side of AI I have had the experience working with a few AI/ML initiatives. Some have made it to production and a lot have not made it to production. Failures happen at multiple stages :- Inception stage: idea proposed from products team and dropped for … Continue reading AI Use Case Template – 30,000 ft
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ML Monitoring In Production- Why and What(30,000 ft)
Why to Monitor? What is the goal of an ML system for a business use case? Do you think it is below? i.e Designing an ML system which has the best model accuracy Not exactly. The goal looks more like below True ROI from an ML system is only achieved by monitoring the system in … Continue reading ML Monitoring In Production- Why and What(30,000 ft)
Understanding AI/ML Systems In Production
AI and ML have evolved from complex mysteries few years back to everyday tools, driven by models like ChatGPT and Bard. ChatGPT and Bard made AI easier, but most are still basic because turning them profitable needs rare know-how mostly in big companies. It's not just about Language Models; AI's larger development faces this. Many … Continue reading Understanding AI/ML Systems In Production
AI For Production 