I’m Thinayani Gamage, an AI Engineer and MSc student in Data Science & AI, with over two years building production-grade ML applications across NLP, RAG, and computer vision.
By day I ship agentic AI workflows and by night I mentor the next generation of ML engineers. I love turning complex data problems into intelligent, scalable solutions.
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F1 strategy intelligence powered by RAG. Ask anything about race results, tyre strategies, qualifying, pit stops, and lap data from 2010 to 2023.
Built an end-to-end RAG system answering natural language queries over 13 years of F1 race data and telemetry.
Ingested 2,800+ race passages from Jolpica F1 API and FastF1, converting structured data into semantically rich text for embedding.
Built a two-stage retrieval pipeline. SentenceTransformer embeddings + Qdrant vector search, reranked with a cross-encoder for precision.
Served via a FastAPI streaming backend with a locally hosted Llama 3.2 model and a Streamlit chat UI with real-time source attribution.
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