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@amalsp
AI Engineer & Data Scientist specializing in LLMs, RAG pipelines, and production-ready generative AI solutions.
I am an AI Engineer and Data Scientist with hands-on experience building and deploying production-ready generative AI systems, LLM-based applications, and RAG pipelines. I have implemented model optimization techniques, prompt engineering, and scalable inference for real-world products.
I have delivered projects such as an AI Engine recommending optimal AI tools and an NLP medical chatbot using Gemini, FAISS, LangChain, FastAPI, and Streamlit. My internships and contract work include full-stack ML solutions, data pipelines, and automation for international clients.
I collaborate effectively with cross-functional teams, leverage cloud platforms (AWS, Azure), and focus on robustness, scalability, and measurable business impact when moving models from research to production.
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Work history, roles, and key accomplishments
Forcefriction
Apr 2025 - Aug 2025 (4 months)
Designed and deployed an AI Engine recommending best AI tools by price, performance, and efficiency; optimized inference via quantization and batching and improved output quality with prompt engineering and document chunking.
Built and delivered data scraping and preprocessing pipelines for international clients and automated dataset cleaning and reporting workflows to accelerate project delivery.
Pramana AyurTech Solutions
May 2024 - Oct 2024 (5 months)
Developed an AI-powered Ayurvedic chatbot using LLMs, RAG, and knowledge graphs and enhanced functionality via LangChain, LangGraph, and optimized prompt templates.
Degrees, certifications, and relevant coursework
Master of Science, Data Science
Completed M.Sc. in Data Science in Trivandrum, focusing on applied machine learning and NLP techniques.
Bachelor of Science, Mathematics
Completed B.Sc. in Mathematics at Bishop Moore College in Mavelikkara.
Software and tools used professionally
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