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Shray15/README.md

Hi, I'm Shray 👋

Applied AI Researcher · EngD @ TU/e × Woonbedrijf · NLP for social housing

I build and fine-tune language models for real-world social impact, currently researching synthetic tenant comment generation and tenant discourse analysis (sentiment, intent, and post relatedness) for Dutch social housing associations.

Previously: NLP Engineer @ Kickstart AI · Data Scientist @ HousingAnywhere MSc Artificial Intelligence, University of Groningen

I'm always happy to connect, whether it's about NLP research, social housing tech, or just a good conversation. Feel free to reach out!


Stack: Python · HuggingFace · PyTorch · LoRA/QLoRA · FastAPI · LangChain · Azure · Power BI


Research

Repo Description
engd-WP1_AnSoMe_analyze_social_media Ensemble of fine-tuned BERT models (GroNLP, DeBERTa, RobBERT) for Dutch comment intent classification, Ensemble for Sentiment Detection, Similarity for relatedness and K-Means Clustering on these dimensions for Discourse type. Blog here
engd-wp2-comment-generation Synthetic Dutch tenant comment generation — few-shot, objective & multi-task fine-tuning approaches

Hackathons

Repo Description
hack-bunq-hackathon-7.0 Voice-first iOS app that collapses meal planning, shopping lists, payments, and macro tracking into a single conversational flow.
hack-bunq-hackathon-agents-6.0 AI Agents powered dashboard that analyzes your spending habits, estimates your carbon footprint, and encourages climate-friendly financial decisions
hack-Tech-Europe-Hackathon26---Clash-Royal-Analyst ESPN-style post-match Clash Royale analysis with AI coaching. Upload match recording → get a full broadcast-quality breakdown: deck matchup stats, AI coaching commentary, and a generated highlight video.

MSc coursework

Repo Description
msc-thesis-multilabel-audio-uncertainty MSc thesis: multi-label audio classification with ResNet50 + MC dropout uncertainty estimation
msc_music-genre-classification Music genre classification using MFCCs — dense NN vs CNN (GTZAN dataset)
msc-handwritten-text-recognition Handwritten line recognition with CTC loss + beam search + character language model (IAM dataset)
msc-bigcats-image-classification Big cats image classification — RF, SVM, KNN with SIFT/MDS/raw pixels + ensemble voting

Side projects

Repo Description
proj-twitter-sentiment-lstm Tweet sentiment classification using BiLSTM (The Social Dilemma dataset)
proj-airfoil-design-surrogate Airfoil design space exploration and surrogate model benchmarking (NACA 2412)

📍 Eindhoven, Netherlands · LinkedIn

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  1. hack-Tech-Europe-Hackathon26---Clash-Royal-Analyst hack-Tech-Europe-Hackathon26---Clash-Royal-Analyst Public

    ESPN-style post-match Clash Royale analysis with AI coaching, deck stats, and generated highlight videos

    Swift

  2. engd-wp2-comment-generation engd-wp2-comment-generation Public

    Synthetic Dutch tenant comment generation using few-shot, objective, and multi-task fine-tuning approaches

    Jupyter Notebook

  3. engd_WP1_AnSoMe_analyze_social_media engd_WP1_AnSoMe_analyze_social_media Public

    Ensemble of fine-tuned Dutch BERT models for tenant comment analysis: intent, sentiment, relatedness, and discourse type

    Python

  4. hack-bunq-hackathon-agents-6.0 hack-bunq-hackathon-agents-6.0 Public

    Forked from Rohit8y/bunq-hackathon-agents-6.0

    AI Agents to support sustainable spending on Bunq using MCP servers

    Python

  5. hack_bunq_7.0_2026 hack_bunq_7.0_2026 Public

    This repository contains code base for Bunq hackathon- 7.0 2026.

    Swift