Neoflex Dognauts (MLOps Center) Platform for the complete development and operation of ML models

Main article: Product Lifecycle Management

2024: Availability on dedicated servers or in the Selectel cloud

Selectel and Neoflex announced a technology partnership on April 16, 2024. Selectel customers can now automate the management of DS/ML models using the Neoflex Dognauts MLOps platform on dedicated servers or in the provider's cloud.

Neoflex Dognauts is an MLOps platform that automates the full development and operation of machine learning models. The platform allows you to manage the collective work of Data Science teams and includes tools for developing, training, implementing and monitoring DS/ML models. The solution is based on Open source tools: Jupiter, Visual Studio Code and RStudio development environments, MLflow, Airflow and Seldon Core platforms, Feast feature storages and others. The product is included in the register of domestic software (No. 17601), and Open Source components in its composition allow you to avoid dependence on one IT supplier.

The Neoflex Dognauts platform can be deployed on both dedicated cloudy servers and Selectel. When dedicated servers are selected, customers receive a customized node configuration under the Neoflex NEOMSA platform orchestration on the base, Kubernetes isolation in a qualified FSTEC rack, and a wide bandwidth channel for communication with the local infrastructure. In the cloud, customers can quickly scale computing resources to pay for their actual consumption using Selectel's Managed Kubernetes product. In both scenarios, computational clusters with high-performance GPUs are deployed to effectively manage the platform.

As part of the strategy for the development of the product portfolio in the field of ML and data processing, we want to unite as many Russian platforms for machine learning as possible, "said Vladislav Kirpinsky, Director of Cloud Integration at Selectel. - Thanks to our partnership with Neoflex, customers get a ready-made MLOps platform on almost any Selectel server configuration with the required level of information security.

We see the partnership with Selectel as bringing together industry experts in their fields to implement an affordable and reliable cloud solution for complex ML tasks. This will allow customers to focus on business tasks rather than infrastructure management. Also, customers will have access to expertise and design experience of Neoflex specialists - for a quick and effective process of developing and implementing machine learning models, "said Lina Chudnova, leader of the Neoflex Dogs product.

2023

Inclusion in the register of domestic software

Neoflex has registered in the register of Russian software the Open source platform Neoflex Dognauts for the full cycle of development and operation of machine learning models. This allows companies of all sizes to use the platform to solve import substitution problems. The developer announced this on July 18, 2023.

Neoflex Dognauts manages the entire lifecycle of ML models, from the preparation, data development and training of models to their operation and monitoring. The platform is applicable in various industries, such as,,, finance,, and retail insurance logistics information security others. Neoflex Dognauts can be used to solve ML-related problems in companies of various sizes. The platform can be deployed both on the basis of internal corporate infrastructure and in. cloud

It is critical for businesses not only to meet challenges and trends in the market, but also to comply with the requirements of regulators. The entry of Neoflex Dognauts into the unified register of Russian software confirms the full compliance of the platform with the requirements of the law and allows you to support domestic business on the way to solving the problems of replacing foreign vendors. In addition, our product acts as a driver of innovation: a single corporate MLOps platform allows you to quickly create machine learning models and integrate them into business processes, "said Lina Chudnova, Neoflex Dognauts product leader.

Release of the version of the Dognauts platform

Neoflex on February 9, 2023 introduced an updated version of the Neoflex MLOps Center platform for the development, operation and lifecycle management of ML models, which was called Dognauts (Dognats). The platform is based on Open source components and can be deployed both On-Anticipate and On-Cloud. In this version of the product, customers have access to a convenient web interface with end-to-end authentication and sharing of access rights, a design structure for maintaining tasks, and flexible workplaces for the data scientist team.

Dognauts is a single MLOps platform that allows you to manage the entire life cycle of ML models: from the preparation, data development and training of models to their operation and monitoring. The platform provides a scalable and fault-tolerant infrastructure with automated deployment of models to operational environments, reducing the time-to-market of new product outputs. Dognauts is suitable for companies of any scale from such industries as, for example,,, finance,, and retail insurance logistics information security others.

The platform allows you to organize teamwork on models in a common space with the ability to customize the flexible workplaces of data scientists in accordance with their specialization, the peculiarities of the tasks being solved. End-to-end authorization and authentication provides a single login window for all platform components. In addition, it became possible to control the access of team members to projects and set up approvals of significant operations and deadlines for work. The design approach allows you to accumulate business requirements, data sources, models developed to solve the task at hand.

Dognauts can be deployed both on an internal corporate infrastructure and in the cloud. The platform has built-in Open-Source tools such as MLflow Airflow, Jupiter, Seldon Core, Feature Store and others. The product supports all modern ML libraries, as well as languages, programming Python R,,. Java Scala

Today, the business is in turbulent conditions, when it is important to instantly respond to changes that occur in the market, as well as respond to new customer requests. The Dognauts platform allows you to increase the efficiency and speed of decisions, find new sources of profit by quickly developing and introducing high-quality ML models into your business processes. The solution takes the work of data scientist teams to a different level: it is now easier to work on a project thanks to an intuitive, transparent workflow and the built-in tools of data scientist and data engineer. The updated version of the product received a positive assessment from our customers and is already used in a number of insurance companies and financial organizations, - said Lina Chudnova, leader of the Dognauts product.