Dr. Ashish Gupta
Angestellt, Senior Machine Learning Engineer, HomeX
Abschluss: PhD, University of Surrey
Hamilton, Kanada
Über mich
PhD in Electronics engineering. from UniSurrey, and MS in Electrical engineering, from IITK, with more than 20 years of experience is signal/image/text/video processing, computer vision, deep learning, NLP, and generative AI. Professional experience of 6 years in industry (HomeX, CBN, Geotab, SRI), and 6 years in academia (OSU, RIT, CWRU, UniCaen), that includes proposing novel methods, improving existing algorithms, rapid prototyping, debugging, testing, and deployment. 1 U.S. patent. Co-founded start-up Ubihere at OSU. Strong skills in effectively communicating with the team, customers, business partners, vendors and senior managers. 15+ publications, 100+ citations, 40+ leading journal review service. Co-written academic and industrial research grant applications to NGA, DoD, NASA, NSF, and TVSF. Past research funded by DARPA, DoD, DoE, NGA and EU. Multi-cultural and International experience working in Canada, USA, UK, France, and India. Citizen of Canada.
Werdegang
Berufserfahrung von Ashish Gupta
Bis heute 1 Jahr und 6 Monate, seit Dez. 2022
Senior Machine Learning Engineer
HomeX
Leading a ML team in developing R&D solutions for B2B and B2C customers. Developing Deep Learning based solutions for visual detection, classification, and image generation for consumer appliances using CNN, Vision Transformer, YOLOv8, Generative Adversarial Network, and Stable Diffusion. Growing company’s capability in Generative AI and Multi-Modal Large Language Models for data generation, captioning, and VQA, using Vertex AI, PALM, Gemini.
1 Jahr und 3 Monate, Aug. 2021 - Okt. 2022
Senior Data Scientist
Canadian Bank Note Company
R&D in Deep Learning, Computer Vision, and Signal Processing. Leading team of PhD research scientists and engineers. Management and development of Machine Learning (ML) solutions for Nanotechnology research. • Research and develop end-to-end predictive data analytics for scanning probe microscopy data. • Collaborate with Data Engineering team to build an ML infrastructure for automation. • Inspiring a culture shift towards a data-driven mindset.
Data Scientist in the Data and Analytics team at Geotab. My focus is exploring and developing Machine Learning and Data Science solutions. R&D into analysis of video for pedestrian and vehicular activity analytics, particularly at road intersections. My current focus is incorporating state-of-art visual detectors (FRCNN, YOLO v4) into our pipeline. Collaborating with University of Kingston. Evaluating potential business partners for tasks like data annotation and deep learning training automation.
10 Monate, Apr. 2019 - Jan. 2020
Research Associate
Case Western Reserve University
Research: Collaborated in cross-disciplinary research on the application of Deep Learning to Medical Image Analysis. Developed research project and software (using PyTorch) for automated assessment of quality in structural MRI data using deep learning (DNN, ResNet, GAN). Delivered seminars to the CCIPD center on feature representation and deep learning. Mentored graduate students and visiting scholars. Team lead for project on exploratory analysis of machine learning for autism detection in MRI data.
2 Jahre, Mai 2017 - Apr. 2019
Postdoctoral Researcher
Rochester Institute of Technology
Research on image and video forensic analysis, as part of a large consortium of more than thirty institutions, for ‘MediFor’ project funded by DARPA. I focus on developing machine learning and computer vision methods to analyze media content for malicious tampering and also generate ‘smart’ manipulations to aid development of counter-forensic methods. I work in a team at RIT on Deep-Learning based methods. I collaborate with external partners including PAR technologies, who liaise between DARPA and RIT.
2 Jahre und 4 Monate, Feb. 2015 - Mai 2017
Postdoctoral Researcher
The Ohio State University
Research in computer vision and machine learning. The focus is localization of camera and 3D trajectory estimation. The data will be acquired and processed on a mobile platform.
1 Jahr und 4 Monate, Sep. 2013 - Dez. 2014
Post-Doctoral Researcher
Universite de Caen Basse-Normandie
Research and development of novel image aesthetics and interestingness descriptors. The objective is automatic editing of large corpus of photographs based on perceptual metrics of quality.
2 Jahre und 10 Monate, Juli 2009 - Apr. 2012
Research and Teaching Assistant
University of Surrey
Teaching assistant and lab demonstrator for undergraduate engineering students at Surrey.
1 Jahr und 10 Monate, Sep. 2006 - Juni 2008
Software Engineer
Sarnoff Innovative Technologies Pvt. Ltd.
Research and Development in the Applied Vision Group. Algorithm and software solutions for advanced computer vision industrial applications
Ausbildung von Ashish Gupta
5 Jahre, Juli 2008 - Juni 2013
Computer Science
University of Surrey
Computer Vision, Machine Learning
2 Jahre und 1 Monat, Aug. 2004 - Aug. 2006
Electrical Engineering
Indian Institute of Technology Kanpur
Signal Processing, Computer Vision, Robotics
4 Jahre, Sep. 1999 - Aug. 2003
Instrumentation Engineering
Mumbai University
Control engineering, Signal and Image Processing, Instrumentation engineering
Sprachen
Englisch
Muttersprache
Französisch
Grundlagen
Hindi
Fließend
Marathi
Gut