Power of Recommender System: Statistical models to Deep Learning models
Every online business needs a recommender system, to enhance customer experience and to increase revenues. Building a recommendation is an art as well as science. I would like to showcase some of the successful use cases, explain its working, talk about the progress over the last decade, and Challenges and Common mistakes in building a recommender system.
Simple mathematics. Exposure to Machine Learning and Deep Learning.
This is a general presentation on recommender systems I had made for a mixed audience(ML and non-ML folks).
After I graduated from IIT Madras, I worked on robotics for MedTech and general automation companies. Driven by the magic of AI in robotics, I started focusing more on Machine learning and eventually moved to the world of AI. Over the last few years, I have worked on many computer vision and recommender systems products. Currently, I work as an ML engineer with Toyota. I would like to call myself as a versatile engineer with a lot of interest in AI.
Most of the codebase is private. And I am yet to start blogging.