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  • BASF
  • Mannheim, Germany

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Sharan1712/README.md

Sharan Shyamsundar 👋

LinkedIn GitHub

🎓 Master's in Data Science (Universität Mannheim, Germany)
📊 Passionate about Deep Learning, NLP, and GenAI


🛠️ Technical Skills

  • Programming Languages: Python, SQL, R
  • Frameworks & Tools: PyTorch, HuggingFace Transformers, LangChain, Streamlit, MLOps, Power BI
  • Cloud & DevOps: Azure AI Studio, Docker, Git
  • Specialized Areas: LLMOps, Retrieval-Augmented Generation (RAG), Parameter-Efficient Fine-Tuning (PEFT)

🚀 Projects

  • Researched advanced Parameter-Efficient Fine-Tuning (PEFT) combined with quantization for large language models (LLMs).
  • Achieved 40-60% memory reduction while maintaining high model accuracy.
  • Evaluated computational trade-offs, enabling large model deployments in constrained environments.

Foodle: AI-Powered Cooking Assistant

  • Developed an AI-driven assistant using Automatic Speech Recognition (ASR) and Retrieval-Augmented Generation (RAG).
  • Fine-tuned LLMs for recipe guidance, achieving 91.3% accuracy in responses.
  • Enabled hands-free navigation and multilingual support for accessibility.

ARTICULA: Detecting & Spoofing AI-Generated Content

  • Built solutions to identify and combat AI-generated misinformation.
  • Implemented ensemble models for text and image detection.
  • Participated in the Informatics Cup 2024, showcasing cutting-edge AI security innovations.

“Turning data into insights, and insights into action.”

Pinned Loading

  1. quantization_peft quantization_peft Public

    Master Thesis - A Study of Parameter Efficient Finetuning Techniques applied to Quantized LLMs

    Shell 1

  2. Jivs-WEF-Hackathon Jivs-WEF-Hackathon Public

    Forked from tyagiprnv/Jivs-WEF-Hackathon

    Python 1

  3. articula articula Public

    Forked from ashishrana160796/articula

    AI-generated Content Detection and Understanding with Low-resource Training and Augmentations

    Python

  4. jivs_hackathon jivs_hackathon Public

    Forked from AakritiiIstwal/jivs_hackathon

    Jupyter Notebook

  5. Mobility-Analytics Mobility-Analytics Public

    HTML 2

  6. WebMining WebMining Public

    Forked from Nathanael210/WebMining

    Web Mining Project, Team 7

    Jupyter Notebook