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Soumyapro/README.md

Soumya Roy

ML Researcher  ·  Explainable AI  ·  Deep Learning

MSc Computer Science, University of Liverpool

LinkedIn Email GeeksForGeeks LeetCode


About

I am an ML researcher specialising in explainable and trustworthy AI, having completed my MSc in Computer Science at the University of Liverpool. My research sits at the intersection of deep learning and model interpretability, with a focus on building reliable, transparent machine learning systems. I am actively seeking PhD opportunities to continue this work.

Open to research collaborations and discussions on explainability, uncertainty quantification, and robust model evaluation.


Research Interests

  • Explainable AI (XAI) and model interpretability
  • Trustworthy and robust deep learning
  • Uncertainty estimation in neural networks
  • Robust model evaluation and generalisation

Technical Skills

Category Tools
Machine Learning & AI PyTorch, TensorFlow, Scikit-learn, MONAI, OpenCV, NumPy, Pandas
NLP & LLMs LangChain, Transformers (Hugging Face), RAG, Prompt Engineering, Fine-tuning, Vector Databases (FAISS, Pinecone)
Languages Python, C++, JavaScript, HTML5, CSS3
Web & Databases React, Node.js, Express, Spring Boot, MongoDB, MySQL
Tools & Platforms Git, Docker, Power BI, Postman


Liverpool, UK  ·  Always open to interesting research problems  ·  soumyaroy.academic@gmail.com

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  1. Solar-Cells-Output-Prediction Solar-Cells-Output-Prediction Public

    Solar Power forecasting for a Solar Power System is a very active research field, as reliable information about the future power generation allow for a safe operation of the power grid and helps to…

    Jupyter Notebook 5 2

  2. Real-Time-Weather-Visualization-in-the-UK Real-Time-Weather-Visualization-in-the-UK Public

    UK Weather Mapping delivers real-time temperature, precipitation, and wind insights for 30+ UK cities by combining OpenWeatherMap data with Python geospatial tools. The repo includes static Cartopy…

    HTML

  3. ai-text-adventure-game ai-text-adventure-game Public

    AI powered text adventure game with a Flask backend and vanilla JS frontend. Player driven storytelling narrated live by an LLM (Groq/Llama 3.3), with session based multiplayer and prompt engineere…

    Python

  4. ai-debate-arena ai-debate-arena Public

    Two AI models debate any topic you choose. One argues for it, one argues against it, and you pick the winner. Built with Streamlit, LangGraph, and Groq.

    Python

  5. gpt2-quantization-reconstruction-error gpt2-quantization-reconstruction-error Public

    Measuring per-layer output reconstruction error when quantizing GPT-2 to 4-bit precision (per-channel), using forward hooks to compare original vs quantized activations.

    Jupyter Notebook

  6. gptq-int8-quantization-cross-model gptq-int8-quantization-cross-model Public

    Applying GPTQ INT8 quantization (via GPTQModel) to Qwen2.5 1.5B and SmolLM2 1.7B, and comparing perplexity to check whether quality preservation holds consistently across two different LLM architec…

    Jupyter Notebook