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Madhumati Patil

@madhumatipatil

Python developer focused on production ML, Generative AI, and scalable backend systems.

India
Message

What I'm looking for

I am looking for AI/GenAI engineering roles where I can build production-grade ML systems, work with LLMs/RAG, and contribute to scalable, safety-critical solutions in collaborative teams.

I am a Python developer with 2+ years of production experience building backend systems, ML integrations, and full-stack Streamlit applications. I specialize in computer vision, NLP, RAG-based Generative AI, and real-time data processing.

At Alstom I designed end-to-end ML pipelines, delivered a CNN face-mask detector with 97.1% accuracy, engineered inference systems with <50ms latency for RTSP streams, and productionized LLM pipelines with vector DBs and embedding models. I also integrated ML into SIL4-certified railway subsystems, achieving 99.8% data accuracy and 40% operational efficiency gains.

I seek AI/GenAI engineering roles where I can build reliable, production-grade intelligent systems, collaborate with cross-functional teams, and drive measurable business and safety-critical outcomes.

Experience

Work history, roles, and key accomplishments

Alstom logoAL

Software Developer

Jan 2022 - Dec 2024 (2 years 11 months)

Designed end-to-end ML pipelines and productionized computer vision and NLP systems, delivering a 97.1% accuracy face-mask detector and reducing operational overhead by 40% while meeting SIL4 safety requirements.

Education

Degrees, certifications, and relevant coursework

Vellore Institute of Technology logoVT

Vellore Institute of Technology

Master of Technology, Artificial Intelligence and Machine Learning

2021 - 2023

Completed a Master of Technology in Artificial Intelligence and Machine Learning with coursework and projects focused on ML model development and deployment.

PE

PDA College of Engineering

Bachelor of Engineering, Computer Science Engineering

2017 - 2021

Completed a Bachelor of Engineering in Computer Science Engineering with projects and practical experience in software development and machine learning.

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Madhumati Patil - Software Developer - Alstom | Himalayas