Built a medical RAG stack (Meditron 7B, Qdrant, PubMedBERT) that grounds clinical answers in literature and serves them through a Chainlit UI on Ollama.
"}},{"node":{"frontmatter":{"title":"Ads-LLM","tech":["LLM","Llava","Supabase","Keybert","Vertex AI"],"github":"https://github.com/oelbourki/ads-llm","external":"https://ads-llm.com","order":2,"date":"2024-01-01","label":"Independent R&D"},"html":"Matched articles to ads with KeyBERT + a custom LLaVA model on Vertex AI, enforcing disallowed-keyword rules and storing descriptors in Supabase.
"}},{"node":{"frontmatter":{"title":"Automated Newsletter Generator","tech":["LLM","AI Agents","CrewAI","LangChain","Streamlit"],"github":"https://github.com/oelbourki/Automated-Newsletter-Generator-with-CrewAI-and-Exa","external":"https://github.com/oelbourki/Automated-Newsletter-Generator-with-CrewAI-and-Exa","order":3,"date":"2024-01-01","label":"Independent R&D"},"html":"Orchestrated CrewAI research agents with Exa retrieval and LangChain summarization, then exposed the pipeline through a Streamlit UI for automated newsletters.
"}},{"node":{"frontmatter":{"title":"Kidney Disease Classification MLOps","tech":["Mlflow","UI","DVC","AWS","Mlops"],"github":"https://github.com/oelbourki/End-to-End-Kidney-Disease-Classification-System-MLops","external":"https://github.com/oelbourki/End-to-End-Kidney-Disease-Classification-System-MLops","order":4,"date":"2024-01-01","label":"Independent R&D"},"html":"Shipped an end-to-end kidney disease classifier with DVC, MLflow tracking, Docker packaging, and AWS CI/CD for reproducible training and deployment.
"}},{"node":{"frontmatter":{"title":"Brain MRI Segmentation","tech":["CNN","MRI","Segmentation","IOU","Dice Coefficient"],"github":"https://github.com/oelbourki/brain-mri-segmentation","external":"https://brain-mri-segmentation.com","order":5,"date":"2021-05-18","label":"Independent R&D"},"html":"Trained a U-Net for brain MRI segmentation (~0.99 IoU, ~0.80 Dice) with augmentation and normalization for stable medical imaging performance.
"}},{"node":{"frontmatter":{"title":"matrix","tech":["Python","CUDA","Linear Algebra","NumPy","High-Performance","AI"],"github":"https://github.com/oelbourki/matrix","external":"","order":6,"date":"2024-03-01","label":"Open Source"},"html":"Built a Python/CUDA linear-algebra library for high-throughput vector and matrix ops aimed at AI and numerical workloads.
"}},{"node":{"frontmatter":{"title":"Inception of Things","tech":["Kubernetes","K3s","K3D","ArgoCD","GitOps","GitLab","CI/CD"],"github":"https://github.com/oelbourki/Inception-of-Things","external":"","order":7,"date":"2024-06-01","label":"Independent R&D"},"html":"Stood up K3s/K3D clusters with Argo CD GitOps and GitLab CI/CD to practice production-style Kubernetes delivery workflows.
"}}]}}}