Manoj prem Siddaiah Mahadevaiah

AI Software Developer at engineering people
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Contact Information
us****@****om
(386) 825-5501
Location
Karlsruhe, Baden-Württemberg, Germany, DE

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Bio

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Credentials

  • Neural Networks and Deep Learning
    Coursera
    Feb, 2021
    - Oct, 2024

Experience

    • Germany
    • Human Resources Services
    • 100 - 200 Employee
    • AI Software Developer
      • Jun 2022 - Present

      Implemented an automated labeling process for image datasets using neural networks. Implementation of Feature transformation at scale for training data and trained the YOLOv5 network for object detection and optimized hyper parameters using genetic algorithms. Implemented oriented bounding box for object detection and calculated the rotation angle of the detected bounding box for text localization and recognition using Paddle OCR. Designed and implemented the data and model pipelines ensuring the smooth and efficient operation on production. Implemented functionalities to monitor data and model drift using schema validations on incoming evaluation datasets for better model performance. Show less

    • Germany
    • Motor Vehicle Manufacturing
    • 700 & Above Employee
    • Master Thesis
      • Oct 2021 - Apr 2022

      Developed a pipeline for depth estimation through domain adaptation techniques using neural networks.Performed image-to-image style transfer from a simulated domain to a real-world domain of monocular fisheye images using Generative Adversarial Networks (GANs).Implemented domain adaptation techniques to reduce the gap between real and simulated data, improving the accuracy and robustness of the depth estimation network.Trained the depth estimation network using a SFM (Structure from Motion) learner, leveraging photometric loss through backward image warping to improve depth estimation accuracy.Implemented various evaluation techniques for surround view systems, assessing the performance of the depth estimation network in different scenarios and conditions. Show less

    • Intern
      • Jul 2021 - Oct 2021

      Developed functionality for visualizing surround-view point cloud from 4 cameras.Trained and validated depth estimation network for monocular cameras.Set up Docker environment for local network development and enhancement.Generated and analyzed the stability of point cloud data for 360-degree view surround systems.

    • Germany
    • Higher Education
    • 300 - 400 Employee
    • Research Assistant
      • Oct 2020 - Jun 2021

      Developed a mapping, navigation, and object detection framework using 2D LIDAR data.Built a ROS-based multi-master turtle-bot interactive environment that leverages 2D LIDAR data for mapping, navigation, and object detection.Implemented automated mapping using SLAM (Simultaneous Localization and Mapping) algorithms and frontier exploration through Adaptive Monte Carlo Localization (AMCL).Implemented automated navigation based on detected objects using sensor fusion of LIDAR and Time-of-Flight (ToF) camera data to optimize object detection accuracy. Show less

    • Student Assistant
      • Oct 2020 - Feb 2021

      Designed exercises and provided instruction and guidance on Dockers, Kubernetes, and Edge Computing through tutoring of a laboratory course.

    • United Kingdom
    • Pharmaceutical Manufacturing
    • 700 & Above Employee
    • Junior Associate
      • Oct 2017 - Sep 2019

      Designed and developed campaigns and utilized knowledge of campaign design to develop effective strategies for achieving specific goals, such as driving brand awareness. Developed web applications using JavaScript to facilitate the creation and management of campaigns. Conducted validation testing to ensure the accuracy and reliability of the web applications. Applied SQL knowledge to effectively manage and manipulate campaign data, resulting in improved data analysis and reporting capabilities. Implemented automation techniques to streamline the campaigns, resulting in a 60% improvement in overall efficiency. Show less

    • United States
    • IT Services and IT Consulting
    • 700 & Above Employee
    • Programmer Analyst
      • Jan 2016 - Oct 2017

      Trained in Advanced Java and SQL programming, developing a strong foundation in software development and database management. Demonstrated proficiency in designing and developing applications, leveraging skills in Java, SQL, and web application development. Trained in Advanced Java and SQL programming, developing a strong foundation in software development and database management. Demonstrated proficiency in designing and developing applications, leveraging skills in Java, SQL, and web application development.

Education

  • University of Applied Sciences and Arts Dortmund
    Master of Engineering - MEng, Embedded Systems for Mechatronics
    2019 - 2021
  • J S S Academy of Technical Education, BANGALORE
    Bachelor of Engineering - BE, ECE
    2011 - 2015

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