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ryadg-kura/README.md
Typing SVG

Data Scientist & Computer Vision Engineer. Master's student in AI at EPITA (SCIA Major). I build end-to-end systems — not just models, but the pipelines, tooling, and infrastructure around them. From medical image segmentation to world models and LLM engineering, I care about what's happening inside the architecture, not just the final metric.


🚀 Current Work

World-Models-Explorer  Python PyTorch Gymnasium
World Models · Model-Based RL
From-scratch RSSM (Recurrent State Space Model) implementation. The model learns compact latent representations of environment dynamics and generates imagined future trajectories without interacting with the real world — core to Dreamer-style model-based RL.


🔬 Research & Experiments

MiniRAG  FAISS sentence-transformers Ollama
Minimal RAG pipeline built from scratch — no LangChain, no abstraction layers. FAISS vector store, local embeddings, pluggable LLM backend. Built to understand what's actually happening at each step.

SentimentCam  OpenCV HuggingFace MediaPipe
Real-time emotion analysis from live video. Face detection pipeline feeds into a transformer-based classifier, with emotion labels and confidence overlaid on the frame. CV meets NLP.

TextStyleTransfer  PyTorch HuggingFace Gradio
Fine-tuned GPT-2 for formal ↔ informal style transfer. Includes full training pipeline, BLEU/BERTScore evaluation, and an interactive Gradio demo.


🛠 Stack

AI · ML · Vision

Web · Backend

Systems · Tools


📊 Stats


Neural Space

📍 Paris, France  ·  EPITA SCIA  ·  Open to research collaborations

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