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Learning. Building. Evolving.
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Learning. Building. Evolving.
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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, currently completing my MSc in Computer Science at the University of Liverpool. My research sits at the intersection of deep learning, model interpretability, and medical imaging. I am actively seeking PhD opportunities where I can contribute to building reliable, transparent machine learning systems.

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
  • Medical image analysis (segmentation, classification)
  • Uncertainty estimation in neural networks

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. coke-pepsi-imitation-game coke-pepsi-imitation-game Public

    A mini pilot testing whether people can tell real Coke/Pepsi fans apart from an LLM imitating them, inspired by the Competence Imitation Game (COMIG).

    Jupyter Notebook

  5. imdb-loo-data-attribution imdb-loo-data-attribution Public

    Exact Leave-One-Out (LOO) data attribution for IMDB sentiment classification - retrains a logistic regression model per training point to identify which reviews help or hurt performance.

    Jupyter Notebook

  6. cross-model-critique-agent cross-model-critique-agent Public

    Two LLMs answer, critique, and revise logic puzzles in a lightweight LangChain pipeline. Correctness is judged live by the user rather than a fixed answer key, building a running scoreboard over th…

    Python