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Hilalalpak/README.md

Hello πŸ‘‹ I'm Hilal!

I'm an AI Engineer focused on MLOps & LLMOps, building production-oriented AI systems, RAG pipelines, multi-agent workflows, and end-to-end ML applications.

With a healthcare background and hands-on experience in machine learning, deep learning, observability, and AI infrastructure, I enjoy turning complex problems into reliable, practical, and scalable AI solutions.

Currently, I’m focused on LLM applications, Agentic AI, RAG systems, AI observability, FastAPI services, and MLOps workflows.

  • 🧭 Β  Building CairnOps β€” an agentic expedition planning platform with LangGraph, RAG, Qdrant and safety-aware reasoning
  • πŸ€– Β  Developing LinguaGate β€” an AI Ops prototype for HR lead enrichment, scoring, routing and outreach automation
  • πŸ›°οΈ Β  Building OrbitDecay MLOps Platform with FastAPI, Jenkins, MLflow, Prometheus, Grafana and PostgreSQL
  • 🎡 Β  Created Therapy Tunes β€” an emotion-aware music recommender using ML models and Streamlit
  • 🧠 Β  Working on multi-agent workflows, RAG evaluation, AI observability and production-ready LLM systems
  • πŸ’¬ Β  Ask me about Python, FastAPI, LangGraph, LangChain, RAG, MLOps, LLMOps and AI systems
  • 🌟 Β  Fun facts: Dog lover πŸ• | Calisthenics enthusiast 🀸🏽 | Weekend hiker ⛰️ | Coffee addict β˜•

πŸ”— Β Connect with me

LinkedIn Medium Kaggle


πŸ› οΈ Β Β Technologies and Tools

Generative AI & LLMOps

Agentic AI LangGraph LangChain RAG Qdrant FAISS Langfuse Ragas Ollama

MLOps & Infrastructure

MLflow Docker FastAPI Jenkins Prometheus Grafana MinIO

Machine Learning & Deep Learning

Scikit-learn TensorFlow PyTorch XGBoost LightGBM Time Series

Programming & Data

Python SQL Bash Pandas NumPy PostgreSQL Streamlit Git


πŸš€ Featured Projects

🧭 CairnOps β€” Agentic Expedition Planning Platform

LangGraph-based multi-agent AI system for route analysis, weather forecasting, equipment planning, risk assessment and itinerary generation.

Tech: Python, LangGraph, LangChain, Ollama, Qdrant, Langfuse, Ragas, FastAPI, Docker


πŸ€– LinguaGate β€” AI-Driven Growth & Outreach Automation

AI Ops prototype for HR lead enrichment, scoring, routing, outreach generation and CRM-style tracking.

Tech: Python, FastAPI, LangGraph, LangChain, Ollama, Pydantic, PostgreSQL, MLflow, Langfuse, Streamlit, Docker


πŸ›°οΈ OrbitDecay MLOps Platform

Satellite decay risk prediction system with microservice-based architecture, ML pipelines, monitoring and CI/CD workflows.

Tech: Python, Rust, Polars, TensorFlow, FastAPI, Docker, Jenkins, MLflow, Prometheus, Grafana, PostgreSQL, MinIO


🎡 Therapy Tunes β€” Emotion-Aware Music Recommender

Mood-based music recommendation system using machine learning models, clustering, sentiment analysis and an interactive Streamlit dashboard.

Tech: Python, Pandas, Scikit-learn, BeautifulSoup, Streamlit


🌱 Current Focus

  • Production-ready LLM applications
  • RAG pipelines and retrieval evaluation
  • Multi-agent AI systems with LangGraph
  • MLOps / LLMOps observability
  • FastAPI-based AI services
  • Model monitoring, tracing and evaluation workflows

Pinned Loading

  1. TherapyTunes TherapyTunes Public

    Forked from kursatdinc/TherapyTunes

    Therapy Tunes set out to offer music suggestions that suit individuals’ emotional needs and improve their quality of life. Our mission is to contribute to each individual living a more emotionally …

    Python 3