Mahadev Jayaram

Senior Deep Learning Engineer at AGEYE
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Contact Information
us****@****om
(386) 825-5501
Location
Bengaluru, Karnataka, India, IN

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Experience

    • United States
    • Farming
    • 1 - 100 Employee
    • Senior Deep Learning Engineer
      • Aug 2023 - Present

      Bengaluru, Karnataka, India

    • Computer Vision Engineer
      • Dec 2022 - Aug 2023

      Bengaluru, Karnataka, India - Developed and implemented computer vision models for object detection, segmentation, and tracking, resulting in a ~25% increase in accuracy compared to previous models. - Demonstrated a 40% reduction in system cost by replacing expensive LiDAR sensors with real-time depth estimation(range: 8-40 cm) and stereovision models with minimal reduction in system accuracy(~5%). - Utilized AWS cloud computing services like EC2 and Lambda for parallel processing and distributed computing… Show more - Developed and implemented computer vision models for object detection, segmentation, and tracking, resulting in a ~25% increase in accuracy compared to previous models. - Demonstrated a 40% reduction in system cost by replacing expensive LiDAR sensors with real-time depth estimation(range: 8-40 cm) and stereovision models with minimal reduction in system accuracy(~5%). - Utilized AWS cloud computing services like EC2 and Lambda for parallel processing and distributed computing, while containerizing pipeline components with Docker to ensure portability and easy deployment across diverse environments.

    • India
    • IT Services and IT Consulting
    • 700 & Above Employee
    • Machine Learning Engineer
      • Jan 2022 - Dec 2022

      Bengaluru, Karnataka, India - Created a tool for generating synthetic data using 3d CAD models of an object which reduced both effort and time in capturing real-world data and annotating them. - Played a significant role in developing an Annotation tool using Aruco markers which reduced the data annotating time by 90% and enabled us to generate thousands of annotated images with minimal efforts. - Developed and fine-tuned state-of-the-art algorithms like PoseCNN and EfficientPose for handling texture-less… Show more - Created a tool for generating synthetic data using 3d CAD models of an object which reduced both effort and time in capturing real-world data and annotating them. - Played a significant role in developing an Annotation tool using Aruco markers which reduced the data annotating time by 90% and enabled us to generate thousands of annotated images with minimal efforts. - Developed and fine-tuned state-of-the-art algorithms like PoseCNN and EfficientPose for handling texture-less objects, incorporating color augmentations and regularization techniques (early stopping, drop-out layers) to mitigate overfitting and shape-match losses. Show less

Education

  • R. V. College of Engineering, Bangalore
    Bachelor of Engineering - BE, Mechanical Engineering
    2017 - 2021

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