DP-090T00: Implementing a Machine Learning Solution with Microsoft Azure Databricks

Course Prerequisites

• Basic understanding of machine learning concepts (such as regression, classification, and model evaluation).
• Familiarity with Python programming, particularly for data analysis and machine learning tasks.
• Experience with Azure cloud services and the Azure Portal is recommended but not required.
• Knowledge of Apache Spark or distributed data processing will be helpful but not mandatory.
• Understanding of basic data engineering practices, such as ETL (Extract, Transform, Load) and working with structured and unstructured data.

Learning Objectives

By the end of the DP-090T00: Implementing a Machine Learning Solution with Microsoft Azure Databricks course, you will be able to:

1. Understand the core components of Azure Databricks and how it integrates with Azure services for machine learning workflows.
2. Set up Azure Databricks workspaces and clusters to run machine learning models at scale.
3. Prepare and process data for machine learning using Databricks notebooks and Apache Spark.
4. Implement various machine learning models, including regression, classification, and clustering, using Databricks.
5. Leverage Azure Databricks to build deep learning models using popular frameworks such as TensorFlow and PyTorch.
6. Use MLflow in Azure Databricks for model tracking, versioning, and deployment.
7. Automate machine learning workflows using Databricks workflows and Azure Machine Learning integration.
8. Tune and optimize machine learning models for better accuracy and performance.
9. Deploy machine learning models for real-time predictions and batch processing in Azure environments.
10. Prepare for the DP-090 certification exam by gaining practical experience in building, training, and deploying machine learning models using Azure Databricks.

Target Audience

This course is ideal for:

• Data scientists and machine learning engineers who want to leverage Azure Databricks for building scalable machine learning models.
• Azure professionals seeking to enhance their skills in implementing machine learning solutions using Azure Databricks and Apache Spark.
• AI and machine learning enthusiasts looking to learn how to use Databricks in Azure to develop data-driven models and applications.
• IT professionals and data engineers interested in optimizing their machine learning pipelines using the Azure Databricks environment.
• Learners preparing for the DP-090 certification exam and those aiming to gain hands-on experience in deploying machine learning solutions using Azure Databricks.