I am a hands-on Architect/Tech Manager/Developer/NLP Data Scientist with extensive experience on AWS & ML, across Java/Python and a bit of Scala/R. I like working on Products with an AI first approach. Please checkout my Github project which typically features in the top two Search Results for a Google Query for "Parts Prediction". It uses NLP to map symptoms to the actuals Parts required for servicing an outage. I love learning & solving hard problems that delight the customer. I also believe that Engineers need to take ownership for code quality and invest in TDD, which is even harder with non-deterministic code.