Siddhant Benake

Background

About Siddhant Benake

Currently I am working as a Quantitative Analytics Specialist at Wells Fargo’s Consumer and Small Business Banking LOB. We work on diverse finance related analytics problems. I have started working on my first project here. I hope it challenges all my potential. I have completed my M.Tech. from Indian Institute of Technology Bombay from the department of CMInDS (Centre of Machine Intelligence and Data Science). I feel very excited to tell you that mine was the first batch to graduate with an Mtech degree from this department. I have also done my Btech from the same college and from MEMS department. In the last semester of my M.Tech. I was working on a very interesting predictive maintenance problem for Bank of Baroda as my dual degree project. >Our approach focuses on predicting ATM failures before their occurrence based on the error log message pattern and failure ticket pattern >We have reached to a precision score range of 70% - 75% with a data imbalance of 12:1 Recently I worked in a team for Mahindra cars. Through market segmentation and customer segmentation we achieved 87% r2_score for churn prediction. In the last year I worked on 4 very interesting projects in multiple areas of maths and statistics: >Image captioning using transformer architecture >Sentiment analysis using multiple NLP architectures >Stochastic multi-arm multi-player setting >Neural Network parallelization using CUDA in C++ I have worked on a Nurse shift scheduling project as well as a Recommender system project during my internship at NURSD Health. NURSD Health focuses on the medical infrastructure problems for the mutual benefit of health workers and medical institutes