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

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)