For more than 30 years, HMS Analytical Software GmbH has supported its customers in solving analytical challenges through a combination of tailored, future-proof cloud architectures and state-of-the-art analytical approaches in the area of AI and machine learning.

In our experience, there is no “silver bullet” for the field of ML Ops. Given the ever-changing and continuously growing set of best practices, tools and vendors, it is our belief that there is no single software solution or generic architecture which can serve as a blueprint for every ML/AI use case. AI projects are very heterogenous in nature with regards to complexity, scope, existing standard hardware and software, budget constraints but also end-user requirements, preferences and analytical maturity as well as other dimensions. As a consequence, there are often multiple options in terms of available tools and services as well as development processes even within one company.

Therefore, we hereby introduce the ML Ops Service on Azure as a marketplace offering especially for forecast platforms (FCP) consisting of a bundled Azure solution including professional service for necessary customizing.

The solution empowers our clients to adress the following ML Development and Operations Services :

Utilizing Microsoft Azure services and reference architectures, HMS covers the complete project lifecycle from ideation and feasibility analysis to the operationalization of a strategic enterprise-grade manufacturing intelligence platform. Utilizing cloud native principles and an infrastructure-as-code (IaC) implementation approach wherever possible, allows for cost-optimized, seamless and efficient scalability while reducing any maintenance efforts to a minimum.

With a wealth of experience in implementing applications & platforms in the Life Science and other regulated industries, HMS is also well-versed in the area of GLP/GMP/GxP and able to ensure that the proposed solution is tailored to the respective compliance requirements.

This application is also available in German.

Terms, conditions, and pricing are custom to each engagement.