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Amar User

@amar

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AI & Machine Learning Engineer specializing in scalable ML pipelines and LLM-powered solutions.

India

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What I'm looking for

I seek roles where I can build scalable ML/LLM systems, lead end-to-end model deployment, and work in collaborative teams focused on measurable business impact.

I am an AI & Machine Learning Engineer with end-to-end experience designing, building, and deploying production-ready ML systems and full-stack SaaS data products. I focus on applying advanced NLP and LLM techniques to solve complex business problems.

I have engineered ML pipelines that process real-time data and improve predictive accuracy, achieving a documented 25% model accuracy improvement and a 30% reduction in system latency through optimization and architecture refinements.

My project work includes architecting multi-agent financial analytics systems, LLM-powered agentic workflows for document analysis, and student records platforms that reduced load times and delivered actionable insights. I balance model development with software engineering best practices like REST APIs, Docker, and cloud deployment.

I bring a practical, results-driven approach to MLOps, feature engineering, and prompt engineering, and I prioritize scalable, maintainable solutions that deliver measurable business value.

Experience

Work history, roles, and key accomplishments

Current

AI/ML Engineer

Current

Independent Projects

Jan 2024 - Present (2 years 5 months)

Engineered and deployed end-to-end ML pipelines and LLM-powered agentic workflows that improved predictive accuracy by 25% and reduced application latency by 30% for real-time financial analytics.

Python TensorFlow scikit learn Prompt Engineering Docker AWS

Academic Project Lead

Technocrats Institute of Technology

May 2021 - Jul 2022 (1 year 2 months)

Led development of a student records platform using Python and Django, reducing load time by 40% and integrating predictive models to deliver actionable student performance insights.

Python Django SQL Database Optimization REST APIs Team Leadership

Education

Degrees, certifications, and relevant coursework

Programming Hub

Certificate, Python Programming

Completed the Python 3 Certification Course focusing on Python programming fundamentals and applied scripting.

Technocrats Institute of Technology

Master of Computer Applications, Computer Applications

Activities and societies: Led Academic Project: Student Records Platform; project management and full-stack development using Python and Django.

Completed Master of Computer Applications with coursework and projects in full-stack development and machine learning, culminating in a student records platform project.