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Harsha vardhan reddy Yerranagu

Junior Machine Learning & Edge AI Engineer specializing in IoT and robotics

Amazon Web ServicesUniversity at Buffalo3 Years ExperienceJunior LevelWorks On-Site

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About

Robotics/ROS2-focused early-career engineer who built a stereo visual-odometry SLAM system for autonomous navigation and optimized it to run reliably in real time on Raspberry Pi. Strong in sensor fusion (camera+IMU), ROS2 debugging/profiling, and distributed robotics/IoT pipelines (ROS2 + MQTT + cloud), with added experience extracting WiFi CSI for sensing/localization and shipping via Docker + GitHub Actions CI/CD.

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Key Strengths

  • Built real-time stereo visual-odometry SLAM pipeline on Raspberry Pi
  • Sensor synchronization and noise mitigation for camera+IMU fusion (timestamp alignment, IMU pre-integration, calibration tuning)
  • ROS2 ecosystem integration (Nav2, robot_localization, tf2) plus custom C++/Python nodes
  • Systematic real-time debugging using ROS2 profiling, tf analysis, and bag replay
  • Performance optimization under constrained hardware (reduced latency, improved FPS, stabilized localization)
  • Designed distributed ROS2-to-MQTT/cloud messaging for heterogeneous devices with latency control and fault tolerance
  • Reproducible deployment workflows using Docker and GitHub Actions CI/CD

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Experience

Machine Learning & Edge AI Engineer (Freelance / Independent)Independent · Aug 2024 – Presentfreelance
Machine Learning EngineerAmazon Web Services (AWS) · Dec 2022 – Feb 2023internship
Internet of Things EngineerMadblocks Technologies · Jul 2021 – Nov 2022internship

Education

University at Buffalomaster, Engineering Science (IoT)
G. Pullaiah College of Engineering & Technologybachelor, Computer Science (IoT Track)

Languages

English

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Harsha vardhan reddy YerranaguJunior Machine Learning & Edge AI Engineer specializing in IoT and robotics