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@meetrajjadeja
Machine Learning Engineer specializing in LLMs, Computer Vision, and production-ready AI systems.
I am a Machine Learning Engineer pursuing an M.Sc. in Mechatronics with a strong focus on machine learning and software engineering. I build end-to-end ML pipelines, implement MLOps practices, and deploy models to production using cloud services.
At the University of Stuttgart I developed retrieval-augmented generation systems, LoRA fine-tuned LLaMA 2 models, and a multi-agent AI system for analyzing technical drawings that produces actionable feedback. I also integrated OCR, data augmentation, and classical ML techniques for robust data preprocessing and analysis.
While working with Hitachi Rail, I collected and preprocessed safety-related datasets, trained computer vision and foundation models for detection and segmentation, and implemented Visual SLAM for autonomous train systems. I created FastAPI endpoints and MLOps workflows for continuous monitoring and deployment.
I enjoy consulting on LLM use cases and building production-ready AI solutions that combine research rigour with practical impact, leveraging AWS (SageMaker, Bedrock, EKS), Docker, and CI/CD to deliver scalable systems.
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Work history, roles, and key accomplishments
IKTD - University of Stuttgart
Aug 2023 - Mar 2025 (1 year 7 months)
Developed RAG systems, fine-tuned LLMs (LoRA on LLaMA 2), and built multi-agent AI pipelines for technical drawing analysis, improving automated feedback quality and deployability via REST APIs and AWS services.
Degrees, certifications, and relevant coursework
Master of Science, Mechatronics
2022 -
Pursuing a Master of Science in Mechatronics with focus on Software Engineering and Machine Learning, covering deep learning, detection & pattern recognition, and embedded/distributed systems.
Bachelor of Science, Mechanical Engineering
2016 - 2020
Completed a Bachelor of Science in Mechanical Engineering with a thesis on the development of automated control systems.
Software and tools used professionally
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