Azure Machine Learning
Azure Machine Learning is a cloud-based service from Microsoft that provides tools for building, training, and deploying machine learning models at scale. It offers a comprehensive environment with automated machine learning (AutoML), MLOps capabilities, and integration with popular frameworks like TensorFlow and PyTorch. The platform supports end-to-end machine learning workflows from data preparation to model monitoring in production.
Developers should use Azure Machine Learning when building enterprise-grade ML solutions that require scalability, reproducibility, and collaboration across teams. It's particularly valuable for organizations already invested in the Azure ecosystem, as it integrates seamlessly with other Azure services like Azure Databricks, Azure Synapse Analytics, and Azure DevOps. The platform is ideal for scenarios like predictive analytics, computer vision, natural language processing, and automated model training with minimal coding.