Ayush Kumar

Worked on various end-to-end Machine learning product development for end users. Besides making a robust and accurate model pipeline, I also focused on UX and Latency of inference layers. My unique selling point has been to pick up new AI relevant technologies in early stages to quickly prototype them for later implementation to keep the edge for the firm in field of AI. On the soft side, managing teams in Spain and India from Germany has been a key learning area for me.

Built a central forecasting service responsible for generating forecasts for 10000+ finanicial key performance indicators for over 40 countries, using Cloud. Reduced the planning process from 12 days to 5 hours for the company and supported 7 countries through the on boarding process for more than a year. Main big result was deprecation of quarterly and yearly manual planning process after 2 years of active trial along with the markets.

Master Thesis on Analysis and forecasting for time series subjected to structural breaks using ssa and hmm.

Working on a rolling forecast project as a part-time student. Implementation of various pieces of the monolothic code in R while testing it for real financial data.

Operations research and management