MLOP Engineer - Japan based only! - Talisman Corporation|Meet.jobs

薪資

7m - 12m YEN Annually

技能需求

    工作機會描述

    Job Responsibilities

    • Research and implement various ML tools and frameworks
    • Development and operation of all ML infrastructure
    • Shorten development cycles for our ML based products and projects:
    • Build and automate our ML workstreams from data analysis, experimentation, operationalization, model training, model tuning to visualization
    • Create, improve and maintain our automated CI/CD pipelines for ML
    • Increase our deployment velocity, including the process for deploying models and data pipelines into production
    • Create, build and maintain data pipelines for analytics, model evaluation and training (includes versioning, compliance and validation).
    • Conduct internal training and presentations about MLOps, tools benefits and usage

    Required Skills

    • Development experience with Python or another high level programming language
    • Experience with CI/CD tooling
    • Experience with at least one ML framework (PyTorch, Tensorflow, Keras, etc.)
    • Experience with at least one container technology stack (Kuberentes, Docker, etc.)
    • Good understanding of ML concepts
    • Strong interpersonal skills; able to work independently as well as in a team
    • Experience or knowledge of at least one cloud platform (AWS, Azure, GCP, etc)

    Preferred Skills

    • Experience with data validation and versioning
    • Experience working with data scientists and/or ML engineers and building auto-scaling ML systems
    • Experience in operationalization of ML projects using at least one of the popular frameworks or platforms (e.g. Kubeflow, AWS Sagemaker, Google AI Platform, Azure Machine Learning, DataRobot, DKube, etc.).
    • Strong knowledge of ML models (linear regression, ensemble methods, boosting, RNN, CNN, GCN, GAN, etc. Good communication and presentation skills (English or Japanese)

    Talisman Corporation