Nithin Karkal

Earned a Data Scientist diploma covering the full data science lifecycle and advanced into the ML Engineer/MLOps specialization of a 700-hour program, including deep learning, NLP/RAG, and containerized deployment.

Structured professional development extending 17 years of experience in structural mechanics, FEA/FEM, NVH, and durability with Data Science, Machine Learning, and MLOps, aimed at advancing simulation and validation processes through data-driven methods.

Performed FEA on hybrid transmissions, EVs, and driveline components, including static, dynamic, and nonlinear analyses. Led the development and standardization of simulation methods and coordinated international projects, including establishing an offshore R&D center in India.

Executed FEA for locomotive cabins and axle structures using static, dynamic, and nonlinear simulations to assess structural strength and fatigue life. Performed topology optimization, bolt/weld strength calculations, and rivet path checks.

Built and validated a driveline FE model to derive subsystem target values and predict airborne noise (NVH) from engine to drive wheels, correlating simulation with test data across multiple load cases.

Investigated noise propagation in a refrigerator using Transfer Path Analysis (TPA) methods, planned and instrumented the test campaign, measured system transfer functions, and evaluated data in MATLAB.

Designed and analyzed aerostructures using SolidWorks, CATIA V5, and Nastran, ensuring structural integrity under extreme high-G load tests.

Built and deployed end-to-end ML projects including a CO2 emissions predictor, a RAG-based engineering assistant, and an accident severity predictor with a full MLOps pipeline.

Data Scientist / ML Engineer Diploma from Liora & Pantheon-Sorbonne University Paris, expected completion in 2026. Currently advancing into the ML Engineer / MLOps specialization of the 700-hour programme.

Grade: 2.0 (German scale)

Master of Science in Mechatronics from the University of Siegen, Germany, from 2006 to 2009. Thesis on NVH calculation of driveline dynamics using FE, conducted at Daimler AG, Stuttgart, with distinction.

Grade: 80%

Bachelor of Engineering in Mechanical Engineering from the National Institute of Technology, India, from 2000 to 2004. Thesis on chassis analysis of a Formula 1 vehicle using FEM, with distinction.