Gourav Sinha

AI Engineer (Technical Lead, Applied Research) @ Siemens | GenAI & Agentic Systems | Neuro Symbolic AI

Role
Software Development Engineer (Ai & Ml) Smart Buildings R & d at Siemens
Location
Pune District, MH, IN
LinkedIn followers
500 followers

About Gourav Sinha

With over 2 years as a Lead Artificial Intelligence Engineer at Siemens, I contribute to the development of the \'Building X\' product, focusing on smart buildings and infrastructure. Leveraging expertise in Generative AI, neuro-symbolic AI, and deep learning, I have developed innovative solutions like enhancing chatbot functionality with intelligent scraping and creating a neuro symbolic AI solutions to enrich and onboard massive amount of Building Data.

Experience

  1. Software Development Engineer (Ai & Ml) Smart Buildings R & d

    Siemens

    Sep 2023 — Present · Pune, IN

    Working on \'Building X\' productDomain : Smart Buildings and infrastructure.1. Added features like precise image and link rendering in Building X chat assistant with the help of intelligent scraping of html user docs.2. Built a customized transformer from scratch using KAN to generate accurate iot device descriptions from iot device abbreviations.3. Built and deployed chatbot using agentic rag with langraph and ensemble retriever(faiss and bm25) on around 9k document chunks with ollama service leveraging mistral instruct. Used mixbread embedding model to generate faiss vectorstores. Used customized strategy to chunk images and text from html web pages.4. Trained Marian-nmt architecture from scratch to translate German technical documents.5. Has used and experimented Lora and Quantization with AWQ and GPTQ quantization techniques.6. Has built encoder decoder translation architecture with bert and gpt 3 respectively. Used it to transform technical iot device short descriptions to detailed technical specifications. Bleu score for this experiment was around 0.77. Have implemented customized clustering algorithm with umap for dimensionality reduction and hdbscan on embeddings generated from customized encoders that were trained on domain specific technical documents.

Education

  • Indian Institute of Technology Jodhpur

    M.Tech, Artificial Intelligence

  • Delhi Public School Nigahi

    High School

    1999 — 2010

  • Rajiv Gandhi Prodyogiki Vishwavidyalaya

    Bachelor of Engineering (B.E.), Computer Software Engineering

    2010 — 2014

  • Texas McCombs School of Business

    PGP, Artificial Intelligence

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Gourav Sinha — Software Development Engineer (Ai & Ml) Smart Buildings R & d at Siemens in Pune District, MH, IN | Unifers