Chennai Mathematical Institute

Seminars




Data Science Seminar
Date: Friday, 25 August 2023
Time: 4:00 - 5:00 PM
Venue: NKN Hall
Where the deep learning model is looking into and why the decision has been taken with respect to Time series data?

Chandra Sekhar
Samsung.
25-08-23


Abstract

Time-series analysis (TSA) is a statistical method of analyzing repeated observations from a single unit or multiple sets of units at regular intervals. Even though lots of work has been contributed to the analysis of time series data, in both prediction and classification, there is less or no contribution towards analyzing the reason behind the decision taken by the model related to classification or forecasting. In this talk, I discuss about few explainability techniques for TSA.

Speaker Bio: Dr Chandra, completed his masters from Dhirubhai Ambani university, Gujarat. He worked in Infosys for close to 10 years, he completed his PhD from IIIT SriCity. Post PhD, from 2020, he is working as Lead Computer Vision Engineer in Samsung R&D. He has close to 13 years of IT experience in various roles like lead engineer, AIML product consultant etc. During his PhD, he published in Neuro Computing, Neural Computing and Applications, ICDAR, CVPRW, ICFHR, IJCB. He is a visiting faculty in BITS-Pilani, a Professor of practice at Woxsen univ and a senior mentor for executive programs of IIIT-HYD, ISB, IISc etc.