Concepts

The Cloud ML Platform from VK Cloud is a set of services and tools designed to solve typical Data Science and ML team tasks.

MLOps can be defined as a discipline or set of practices with the goal of using and maintaining services based on ML models. This discipline was born at the intersection of Machine Learning, DevOps and Data Engineering.

The task of MLOps usually includes:

• Conducting experiments with data;
• Training of ML-models;
• Deploy income of ML-models in various environments, such as, for example, development and production;
• Monitoring the behavior of models in production;
• Update of used ML-models.

To solve MLOps tasks, VK Cloud provide the opportunity to receive the following services:

• JupyterHub — a tool for working with Jupyter Notebook in multi-user mode;
• MLflow is a tool for solving problems of tracking and versioning experiments, ML models.