Skip to content
View Western-1's full-sized avatar
1 follower · 1 following

Achievements

Achievement: YOLOAchievement: Pull Shark

Achievements

Achievement: YOLOAchievement: Pull Shark

Block or report Western-1

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don't include any personal information such as legal names or email addresses. Markdown supported. This note will be visible to only you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
Western-1/README.md

Hi there, I'm Andriy Vlonha! 👋

Junior MLOps Engineer | Building Reliable Production ML Systems

Typing SVG
Open to Work



LinkedIn Gmail Website

🧐 About Me :

  • 🌱 I'm currently learning Kubernetes Operators, Advanced LLM Fine-tuning, and Vector DB scaling
  • 👯 I'm looking to collaborate on Open Source ML infrastructure tools and Cloud-native projects
  • 🤝 I'm looking for help with Advanced Kubernetes patterns for ML workloads
  • 💬 Ask me about Python, Docker, AWS, CI/CD, FastAPI, and LangChain
  • 📫 How to reach me: andriy.vlonha.dev@gmail.com

🛠️ My Stack and Tools :

🚀 Featured Projects :

Project Stack Description
Real-time Object Detection YOLOv8 FastAPI Docker Real-time inference service with CPU throttling (30 FPS), MJPEG streaming, and Prometheus observability.
Enterprise RAG System LangChain Qdrant K8s Production-grade RAG with Langfuse tracing, FlashRank reranking, and 94% recall.
Churn MLOps Pipeline Airflow MLflow MinIO End-to-end pipeline with drift detection, automated retraining, and Grafana dashboards.
NLP Inference Service FastAPI AWS Nginx High-availability microservice for Transformer models on constrained hardware (1GB RAM).

📊 GitHub Stats :

Western-1's GitHub Insights

Pinned Loading

  1. nlp-inference-service nlp-inference-service Public

    Production-ready NLP Microservice with MLOps practices. Features: FastAPI, Docker, Redis, Nginx (SSL), Prometheus/Grafana Monitoring, CI/CD to AWS, and Reproducible Model Versioning.

    Python 1

  2. rag-doc-chat rag-doc-chat Public

    Production-grade RAG System: FastAPI, Qdrant & Groq. Features Langfuse observability, Prometheus/Grafana monitoring, W&B evaluation pipeline, and FlashRank reranking.

    Python 1

  3. churn-pipeline churn-pipeline Public

    Production-grade MLOps pipeline for customer churn prediction with automated training, validation, and serving. Built with Airflow, MLflow, MinIO, Evidently AI, and FastAPI.

    Python 1

  4. object-detection-service object-detection-service Public

    Python 1