Course: Azure DS Associate (DP-100)
DP-100 is a Microsoft certification designed for data scientists and machine learning professionals who build, deploy, and maintain machine learning models on Microsoft Azure. This certification focuses on using Azure Machine Learning services to design, train, optimize, and deploy models at scale. It is ideal for individuals responsible for creating AI solutions, handling data pipelines, and implementing MLOps best practices to streamline the machine learning lifecycle.
Course Objective
- Design and implement end-to-end machine learning solutions using Azure Machine Learning
- Prepare and preprocess data for machine learning model training
- Train and evaluate machine learning models using Azure ML services
- Optimize machine learning models through hyperparameter tuning and automated ML
- Deploy machine learning models as web services or real-time endpoints
- Implement MLOps practices for automation, monitoring, and management of ML workflows
- Utilize Azure Machine Learning SDK, CLI, and Designer for model development
- Integrate machine learning models with Azure services like Azure Data Factory and Azure Synapse
- Monitor and interpret machine learning models using responsible AI principles
- Ensure security and compliance while managing machine learning solutions on Azure
