MLOps as the basis for professional AI applications
MLOps is the central component for the professionalization of ML projects. It encompasses infrastructure and processes throughout the entire ML lifecycle, taking into account MLOps principles. At the same time, MLOps helps to increase the trustworthiness and traceability of solutions and is a step towards compliance with regulations. Once implemented, the foundation for future AI activities is established.
The start of MLOps can quickly become overwhelming because an appropriate selection of necessary tools must be made from a huge range of options. Additionally, many tools come with a long-term commitment to the provider. Optimal utilization of MLOps often requires extensive integration efforts.