Mukesh (M.sc.) T.
Project Engineer
Experience
Apr 2024 - Sep 2024
6 monthsEssen, Germany
Master Thesis: Enhanced Application of Neural Network-Based Structured Model Predictive Control on a Mass-Spring-Damper Plane
Universität Duisburg-Essen
- Developed and implemented RNN & CNN models in MATLAB & Simulink for precise prediction of dynamic systems with 95% accuracy.
- Implemented Model Predictive Control (MPC) and reduced errors by 40% by integrating neural networks into the control approach.
- Implemented neural networks in real-time systems with TensorFlow and C++ to analyze large data streams.
- Validated simulation models for control systems under various disturbance conditions.
- Optimized ML models for real-time prediction and control using C++ and MATLAB.
Nov 2021 - Apr 2022
6 monthsEssen, Germany
Replay and Visualization of Driving Scenarios in Inland Vessel-Shipping
Universität Duisburg-Essen
- Developed C++ and Python modules in ROS2 for real-time synchronization of AIS sensor data.
- Created map visualization with ENC data and GDAL in ROS2, significantly improving simulation quality.
- Built a data pipeline for traffic forecasting that reduced data processing time by 70%.
- Automated ROS2 builds with CMake and Make in Linux (Ubuntu) development environments.
Jun 2017 - Apr 2019
1 year 11 monthsChennai, India
Project Engineer
Adhanam Infotech Private Limited
- Worked on ML models for image and sensor data processing using C++ and Python in production environments.
- Developed ML models with TensorFlow & PyTorch, improving efficiency by 30%.
- Validated models & performed performance analysis with MLflow.
- Annotated data and created prompt-response sets for AI-driven systems.
- Automated workflows with Docker, Kubernetes and CI/CD.
- Built dashboards with SQL & Power BI for results presentation and feedback loops.
Jul 2016 - Jul 2016
1 monthCoimbatore, India
Product Development Engineer (Internship)
Larsen & Toubro Heavy Engineering
- Created and optimized CAD models for development processes.
- Converted technical designs into functional prototypes.
Jun 2015 - Jun 2015
1 monthChennai, India
Sensor Data Analysis (Internship)
Integral Coach Factory
- Used CAN, LIN and Ethernet systems for data integration and process optimization.
- Integrated and analyzed large data sets to improve communication systems.
Summary
Engineer with 2+ years of experience in machine learning, data analysis & MLOps. Specialized in training data, model optimization & validation. Proficient in Python, C++ & SQL and CI/CD processes. Structured, detail-oriented & a team player, focused on advancing practical AI systems.
Languages
Tamil
NativeGerman
AdvancedEnglish
AdvancedEducation
Oct 2024 - Present
Universität Duisburg Essen
Master's degree · Mechatronics · Germany
Oct 2020 - Jun 2024
Universität Duisburg Essen
Master's degree · Automation and Safety · Germany · GPA 2.4
Oct 2013 - Jun 2017
Anna University
Bachelor's degree · Mechanical Engineering · Chennai, India · GPA 2.3
Certifications & licenses
Introduction To Data Engineering
IBM
Specialization Information: Applied Data Science With Python
University Of Michigan
Certificate Of Excellence: Deep Learning With PyTorch
OpenCV University
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