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Abhay T RaoAR
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Abhay T Rao

@abhaytrao

Robotics and AI student building autonomous quadruped perception and kinematics for TAURUS, a rough-terrain robot.

India
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On TAURUS, a hybrid track-and-leg quadruped robot, I lead the perception and autonomy stack for autonomous rough-terrain traversal. I derived and verified 3-DOF-per-leg forward and inverse kinematics and built a MATLAB/Simulink simulation suite.

At Nitte Centre of Excellence for Applied AI, I built a rainfall-prediction pipeline for coastal Mangalore using nine years of daily weather data. I benchmarked five models, with the Extreme Learning Machine performing best at R² 0.91 and a 1.57% error.

I built an on-device home gym trainer that combines YOLO person detection, MediaPipe Pose, and depth-fused 3D landmarks on an OAK-D Lite. I also trained CNN and transfer-learned ResNet models to classify diabetic-retinopathy severity.

As an Automation Intern at Siemens Centre of Excellence, NITK Surathkal, I programmed PLC ladder logic for a traffic-light sequence and designed HMI screens. I work with Python, PyTorch, and TensorFlow, and my training includes robotics, machine learning, computer vision, and automation.

Experience

Work history, roles, and key accomplishments

SS

Automation Intern

Siemens Centre of Excellence, NITK Surathkal

Jun 2026 - Jul 2026 (1 month)

Programmed PLC ladder logic in Siemens TIA Portal (S7-1200/1500), including a cascaded-timer traffic-light control sequence following IEC standards. Designed HMI screens and applied SCADA fundamentals for factory-automation workflows.

NA

Machine Learning Intern

Nitte Centre of Excellence for Applied AI

Jun 2025 - Jul 2025 (1 month)

Built a rainfall-prediction pipeline for coastal Mangalore on 9 years of daily weather data (2016–2024), handling cleaning, correlation-based feature selection, and MinMax normalization. Benchmarked five models (Linear Regression, Random Forest, XGBoost, MLP, and Extreme Learning Machine) on R², MSE, and train/test error gap; ELM performed best at R² 0.91 with a 1.57% error, while flagging XGBoost

Education

Degrees, certifications, and relevant coursework

NMAM Institute of Technology logoNT

NMAM Institute of Technology

B.Tech, Robotics and Artificial Intelligence

2023 -

Grade: 7.36/10

Pursuing a B.Tech in Robotics and Artificial Intelligence with a CGPA of 7.36/10 up to the 6th semester.

SC

St. Aloysius Pre-University College

Pre-University, Physics, Chemistry, Mathematics

2021 - 2023

Grade: 76%

Completed Pre-University education in Physics, Chemistry, and Mathematics with 76%.

NMAM Institute of Technology logoNT

NMAM Institute of Technology

ROS 2 for Robotic Applications, Robotics

Completed a certification in ROS 2 for Robotic Applications.

NMAM Institute of Technology logoNT

NMAM Institute of Technology

Immersive Engineering: AR/VR for Future Design & Development, AR/VR

Completed a certification in Immersive Engineering: AR/VR for Future Design & Development.

Udemy logoUD

Udemy

100 Days of Code: Pro Python Bootcamp, Python

Completed the 100 Days of Code: Pro Python Bootcamp.

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