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Aswini Ayappan

@aswiniayappan

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Final-year B.Tech CSE (AI) student building RAG, LLM, and vision systems that turn data into usable intelligence.

India

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What I'm looking for

I’m looking for an entry-level AI/ML role where I can build RAG/LLM systems and production pipelines, collaborate closely, and ship reliable, explainable features with fast iteration.

I’m a final-year B.Tech CSE (AI) student at Amrita Vishwa Vidyapeetham (2026), with hands-on experience across RAG pipelines, LLM prompt engineering, computer vision, and deep learning. I’ve built four end-to-end AI systems spanning document intelligence, agentic Text-to-SQL, explainable disease detection, and adaptive tutoring with knowledge tracing.

I focus on strong foundations—Python and SQL plus production-style ML pipelines using FastAPI and React—so my projects move beyond demos. In my RAG work, I built citation-backed extractive answers with page-level source references, including PDF chunking, vector indexing, and CrossEncoder reranking.

I also care about reliability and explainability: I implemented Grad-CAM for spatial reasoning in disease detection and added safe SQL validation plus an agentic self-correction loop for failed queries. I enjoy turning complex models into user-facing, dependable experiences with guarded generation and clear evaluation.

Experience

Work history, roles, and key accomplishments

AI/ML Developer

Amrita Vishwa Vidyapeetham

Nov 2025 - May 2026 (6 months)

Developed a cognition-adaptive AI tutoring system that personalizes learning paths, teaching strategies, assessments, and explanations using learner knowledge and behaviour signals. Built AI and backend pipelines including knowledge tracing, behaviour modelling, RAG-grounded tutoring, answer evaluation, explainable decisions, and integration via Python and FastAPI.

Python fastAPI Machine Learning Deep Learning RAG LLM PyTorch SQL REST APIs Explainable AI Recommendation Systems

Education

Degrees, certifications, and relevant coursework

Amrita Vishwa Vidyapeetham

Bachelor of Technology, Computer Science and Engineering (Artificial Intelligence)

2022 -

Grade: CGPA: 7.98

B.Tech in Computer Science and Engineering (Artificial Intelligence) at Amrita Vishwa Vidyapeetham (Amritapuri). Final-year student building end-to-end AI systems across RAG pipelines, LLM prompting, computer vision, and deep learning.