MLOps on AWS
Accelerator
Let’s work together to create an architecture for a fully functional, automatically deployable AWS machine learning pipeline with 3 stages (Dev, Test, Prod). We’ll help you realize the full ML potential of your business.
Challenges
Companies dealing with machine learning operations (MLOps) in AWS often face various challenges. One of them relates to versioning. If there is no accurate traceability of code changes and model specifications, this can lead to confusion and make the development and maintenance of ML models more difficult.
There is also potential for improvement in automation. Problems are often discovered late and infrastructure is rarely used as code. This leads to delayed reactions to problems that arise and vulnerability to errors in the provision of ML models. Model management is also a major challenge. Close collaboration between data scientists, engineers and stakeholders is rarely feasible. This can lead to misunderstandings, a lack of transparency and ineffective use of resources.
Your Benefits
Efficient model deployment
CI/CD pipelines helps you limit performance degradation and maintain model quality, even after upgrades and model tuning.
Improved productivity
Boosts productivity and accelerate the development of ML models.
Faster time to market
Results in faster go-to-market times with lower operational costs.
Our solution for you
We support you with your MLOps challenges on AWS with our extensive experience in Machine Learning and Artificial Intelligence. With more than 20 SMB customers and over 30 global customers, including companies such as Bayer and Siemens, we have in-depth knowledge and best practices to help you overcome your specific challenges.
Our consultants are also certified AWS trainers. This combination enables us to bridge the gap between theoretical knowledge and practical implementation. We understand the complexities of MLOps on AWS and can help you implement automation solutions that result in faster time to market and lower operational costs. Our experience and expertise ensures that we can provide you with the best possible support to achieve your MLOps goals.