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.

Fähigkeiten und Kenntnisse

Machine Learning
Image Processing
Software Development
Computer Vision
Python
MATLAB
Statistical Analysis
SQL
Deep learning
Data Science
OpenCV
TensorFlow
PyTorch
Project Management
Research
Generative AI
MLOps
Research and Development
Natural Language Processing
Leadership
International experience
Communication skills
Thought Leadership
Signal Processing
Medical Image Processing
Keras
Data Analysis
Creativity
Git
GIS
Google Cloud Platform
Docker
Large Language Models
Stakeholder Management

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.

  • 1 Jahr und 7 Monate, Feb. 2020 - Aug. 2021

    Data Scientist

    Geotab

    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

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