Mithil Yaganti
Amazon ML Summer School'24 | Data Science & ML
Hyderabad
< 1 year of work experience
Jan 20264 mosApr 2026
Mysore, Karnataka, India
Built a PIKE RAG pipeline with hierarchical retrieval levels to enable accurate question-answering over complex financial PDF documents. Developed a full-stack solution with a Streamlit frontend and FastAPI backend, using LangChain for pipeline orchestration and ChromaDB for vector storage.
Implemented multimodal data handling by extracting visual content from PDFs using PyMuPDF and leveraging vLLMs to generate descriptive embeddings for image-based data. Evaluated the system against traditional RAG, achieving an 80% improvement in information retrieval accuracy overall.
Jun 20253 mosAug 2025
Mithil’s AI Stack
Education
Bachelor of Technology - BTech, Computer Science
VNR Vignana Jyothi Institute of Engineering and Technology (VNRVJIET)
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