What is MLOps? MLOps is the practice of applying DevOps principles to machine learning (ML) development and operations. It aims to automate and streamline the ML lifecycle, from data preparation and model training to deployment and monitoring. What is CI/CD? CI/CD stands for continuous integration and continuous delivery/deployment. It is a set of practices that automate the software development process, from code development to testing and deployment. How to use MLOps and CI/CD in the cloud There are a number of cloud platforms that offer tools and services for MLOps and CI/CD, such as AWS, Azure, and Google Cloud Platform (GCP). These platforms can help you to automate and streamline your ML development and deployment process. Example of MLOps and CI/CD pipeline in the cloud Here is an example of an MLOps and CI/CD pipeline in the cloud: Data preparation: The data is prepared and cleaned using cloud-based data processing tools. Model training: The model is trained using cloud-b...
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