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orsk-moscow/README.md

About me

👋 I'm a Machine Learning Engineer with 6 years of experience driving impactful results through data-driven solutions. I specialize in developing and deploying high-performance machine learning models for various applications, including recommender systems, user acquisition optimization, LLM-powered applications, audio processing, and search algorithms.

👀 My experience includes:

Leadership and Mentoring

  • Scaled the machine learning team from 4 to 12 members to meet the demand for personalized products
  • Led engineering teams of up to 12, owning the full software development lifecycle from concept to production
  • Employ a systems approach to software development, resulting in a 50% acceleration of business value delivery

Recommender Systems

User Acquisition Optimization

  • Authored machine learning models for advertising and user acquisition, resulting in a 10% ROI increase.

LLM-powered Applications

  • Built and deployed a production-ready AI data processing service that cut customer support costs by 70%.
  • Conducted applied research of LLMs and Generative AI for 3 company business processes.

Audio Processing

  • Delivered a audio processing pipeline for large-scale musical tracks processing using Airflow, leading to improvement in users' spent time.

⚙️Technical Skills

  • Programming & Scripting: Python, SQL, Bash
  • Machine Learning & AI: PyTorch, XGBoost, Scikit-Learn, MLFlow, OpenAI, Google GenAI, LlamaIndex
  • Big Data & Databases: PostgreSQL, BigQuery, Apache Kafka, Qdrant, Redis, Clickhouse, DataBricks
  • Cloud & DevOps: AWS, GCP, Docker, Kubernetes, TeamCity, Airflow, Prefect
  • Software Engineering: API development, CI/CD, microservices architecture
  • Tools & Frameworks: FastAPI, Flask, Git
  • Monitoring & Observability: Prometheus, Grafana, Sentry, Logfire

🤝 Let's connect!

I'm always open to discussing new opportunities and collaborating on exciting projects. Feel free to reach out on LinkedIn or schedule a quick chat via Calendly.

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  1. online-ranker online-ranker Public

    This repository addresses a common scenario in the field of Machine Learning Engineering

    Jupyter Notebook