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Machine Learning Engineer (Production Focus), VNGGames

OfficialDataData Science26-GDS-3454
locationThành phố Hồ Chí Min...
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Mô tả công việc

  • Building, maintaining and optimizing automated pipelines for ML includes data versioning, automated retraining, and drift monitoring.
  • Using frameworks (e.g., Spark) to train models on massive datasets (terabytes of user behavior data).
  • Implement data validation checks and point-in-time feature logic
  • Building and maintaining high-throughput, low-latency APIs to serve model predictions
  • Set up alerting for system latency and uptime.
  • Work with Data Engineers and Data Analyst to ingest, clean and transform data into ML-ready format

Yêu cầu

  • Bachelor in Computer Sciences/Engineering or equivalent.
  • Machine learning/statistics: strong background (e.g., hypothesis testing, and error analysis) with hands-on experience in academia and/or industry
  • Strong Programming Skills, Proficiency in Python, SQL (Go is a plus) and core ML libraries (TensorFlow, PyTorch, Scikit-learn, XGBoost, etc.)
  • Experience designing and operating complex machine learning models and data pipelines
  • Functional with CI/CD tools and practices. Understanding of automating build, test, and deployment processes.
  • Documentation Skills: Strong to document data/machine learning engineering processes, architectures, and methodologies for effective knowledge transfer and maintainable systems.
  • Have ownership of one own's project: taking pro-active actions to remove road blocks when arises
  • Ability to run one project independently: taking requirements from stakeholders, deliver the project in a timely manner
  • Strong communication and collaboration skills with a proven track record to work effectively in cross-functional teams
  • Keen learner and self-motivated team player