DP-604T00: Implement a Data Science and Machine Learning Solution for AI with Microsoft Fabric

Course Prerequisites

• Basic understanding of data science, machine learning, and artificial intelligence concepts.
• Familiarity with Python or R programming for implementing machine learning models is recommended.
• Experience with data exploration, data preparation, and using data analytics tools like Power BI or Excel.
• Basic knowledge of Microsoft Azure and cloud computing will help but is not mandatory.
• Familiarity with data engineering tools (such as Azure Synapse or Azure Data Factory) will enhance the learning experience.

Learning Objectives

By the end of the DP-604T00: Implement a Data Science and Machine Learning Solution for AI with Microsoft Fabric course, you will be able to:

1. Understand the Microsoft Fabric platform and its components for implementing AI and machine learning solutions.
2. Design and develop data science workflows using Microsoft Fabric, from data ingestion to feature engineering and model training.
3. Implement and optimize machine learning models using Microsoft Fabric’s integrated ML capabilities, including AutoML and built-in algorithms.
4. Explore and prepare data for AI solutions by leveraging Microsoft Fabric’s data engineering and analytics features.
5. Train machine learning models using scalable infrastructure in Microsoft Fabric, and perform hyperparameter tuning to improve model accuracy.
6. Deploy machine learning models into production environments using Microsoft Fabric and Azure Machine Learning.
7. Integrate AI solutions with other Azure services, such as Azure Data Lake, Azure Synapse Analytics, and Power BI, for comprehensive AI-driven insights and reporting.
8. Use best practices for managing machine learning lifecycle, including model versioning, model monitoring, and model retraining.
9. Implement model explainability and responsible AI practices to ensure ethical and transparent AI solutions.
10. Prepare for the DP-604T00 certification exam by gaining practical experience in deploying AI and machine learning models in Microsoft Fabric.

Target Audience

This course is ideal for:

• Data scientists and machine learning engineers looking to develop AI solutions using Microsoft Fabric.
• AI professionals seeking to deepen their expertise in data science workflows, machine learning model deployment, and AI solutions.
• Data engineers who want to work with Microsoft Fabric to support machine learning projects and build AI-powered data pipelines.
• Cloud professionals preparing for roles where Microsoft Fabric and AI model management are critical to business solutions.
• Professionals preparing for the DP-604T00 certification exam and those looking to implement scalable AI and machine learning solutions within Microsoft Azure.