Forecast Platform, ML Ops Service, ML Dev Service, DevOps Service
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.
Our offering and your benefit
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.
Solution benefits
The solution empowers our clients to adress the following ML Development and Operations Services :
- Analytical Core Development
- Data Versioning
- Model Versioning
- Feature and Management and Storing
- Automation of Pipelines and Processes
- CI/CD for Machine Learning
- Continous Monitoring of Models
- Customizing and Scaling AI Solutions
Our technical approach
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.
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