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Ram User

@ramuser8

Seasoned Machine Learning Engineer specializing in NLP and scalable AI solutions.

Japan
Message

What I'm looking for

I seek roles building production NLP/ML systems where I can lead model development, optimize inference, and drive measurable business impact in collaborative, product-focused teams.

I am a seasoned Machine Learning Engineer with 10+ years of experience in NLP and data science, skilled at designing, developing, and deploying end-to-end machine learning solutions that drive measurable business impact. I specialize in large-scale data processing, model optimization, and enterprise AI systems, translating complex business challenges into scalable AI-driven solutions.

My recent work includes building RAG-based question-answering systems on Azure, developing PDF segmentation, NER and relation-extraction pipelines, feedback-validation services, and high-accuracy document classification services. I emphasize production-ready deployment (FastAPI/Flask, Docker, Kubernetes), model optimization (quantization, distillation), and cross-team collaboration to improve operational efficiency and decision-making.

Experience

Work history, roles, and key accomplishments

IN

Data Scientist

Innodatatics

Nov 2017 - Feb 2020 (2 years 3 months)

Developed churn prediction, BUY POINTS propensity models, RFM clustering, and association rule mining using PySpark and Random Forests to improve customer retention and marketing targeting.

Education

Degrees, certifications, and relevant coursework

NJ

Nalanda Institute of Technology (JNTUK)

Bachelor of Technology, Computer Science and Engineering

Activities and societies: Art, Yoga, Skiing, Travel

Completed a Bachelor of Technology in Computer Science and Engineering at Nalanda Institute of Technology, graduating in 2013.

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