Roney Mathew
Bis 2021, Werkstudent, umlaut company
Aachen, Deutschland
Über mich
As an experienced Data Scientist with over 3 years of Data Science experience and 6 years of overall experience, I excel in developing and deploying data-driven solutions in multiple sectors. I have a strong foundation in machine learning, NLP, and big data analytics across healthcare, Automotive, Manufacturing and telecommunications sectors. Demonstrated experience in enhancing AI system performance, driving digital transformation through business process optimization, and implementing robust MLOps pipelines. Proficient in Python, Scala, and AWS. With a knack for identifying optimization potential in business processes and driving pragmatic solutions to complex problems, I am skilled at translating intricate business and functional requirements into impactful deliverables. Skilled in Natural Language Processing, Deep Learning, Forecasting, MLops, cloud-based ML pipelines, Big Data Analytics, Computer Vision, Software Development, Mathematical Optimization & Applied Statistics
Werdegang
Berufserfahrung von Roney Mathew
1 Jahr, Mai 2020 - Apr. 2021
Werkstudent
umlaut company
• Evaluated the influence of weld parameters on its quality for development of predictive maintenance systems using Machine Learning. • Implemented Forecasting & Deep Learning Techniques for anomaly detection on Building Energy Consumption data to cut down excessive consumption. • Supported the development of a data pipeline for live streaming of Production data.
4 Monate, Aug. 2019 - Nov. 2019
Werkstudent
umlaut
• Researched & Developed Techniques for Indoor/Outdoor Classification of Mobility Data using Semi Supervised learning. • Development of data pre-processing scripts on AWS (Spark Scala). • Development of Dashboards for effective visualization.
8 Monate, Dez. 2018 - Juli 2019
Student Research Assistant / Wissenschaftliche Hilfscraft
Werkzeugmaschinenlabor, WZL der RWTH Aachen
• Design of Data driven modelling approaches, & Machine Learning. • Statistical Data Analysis & Feature Extraction Techniques on Process data. • Development of software systems for consistent mapping of processes. • Development of Digital Twin & Shadow for a Fine Blanking Process. Methodologies: Unsupervised Learning, Feature Engineering. Technologies: Industry 4.0 , Internet of Things, Digital Twin, Digital Shadow, Internet of Production-Large Scale Cyber Physical systems.
2 Jahre und 3 Monate, Juni 2016 - Aug. 2018
CAE / Simulations Engineer
Caterpillar Inc.
• Performed Linear and Non-linear stress analysis, Contact Simulations, Inertia/Quasi static analysis. • Developed Finite Element Models for various components & Systems of machines . • Performed Fatigue analysis, Stress based life estimation, Machine application event simulations and load definitions. • Prepare Gauge Maps for On Machine Stress Analysis [OMSA]. • Perform data analysis<data> & estimate life numbers.</data>
1 Jahr, Juni 2015 - Mai 2016
Design Engineer
Caterpillar Inc.
• The Design of Work Tools for Building Construction Equipment manufactured by Caterpillar to meet the customers’ requirement. • Design, Modelling & Detailing of Components using concepts of DFM and DFA. • Utilized DFMEA techniques to validate critical design calculations and decisions. • Worked on several Continuous Product Improvement and New Product Introduction projects • 6 Sigma Green Belt Trained. • 6 Sigma Strategic projects to optimize the selection of best source supplier.
Ausbildung von Roney Mathew
Bis heute 5 Jahre und 9 Monate, seit Okt. 2018
Data Analytics & Decision Science
RWTH Aachen University
Courses on Predictive Modelling, Analytics, Machine Learning, Exact Optimization, Heuristic Optimization, Strategic Technology Management & Optimization of Supply Chain & Logistic Systems. Activities Graphic Designer in the Marketing team of TEDX RWTH Aachen
3 Jahre und 10 Monate, Aug. 2011 - Mai 2015
Automotive Engineering
Jawaharlal Nehru Technological University, Hyderabad
Vice Captain & Technical Head - Collegiate Student Formula SAE Team (2013-2015) University Silver Medal for Excellence in Academics. Bachelor Thesis on " Design & Analysis of the Suspension System for a Formula Student Car"
Sprachen
Englisch
Fließend
Deutsch
Gut