Microsoft DP-100
IT Standard 16 30 hrs AI Big Data Python
This course introduces the fundamentals of data science and machine learning, focusing on the Microsoft DP-100 exam. Learn to harness Azure Machine Learning to create, train, and deploy models effectively. Engage with core ML concepts and AI-related terms and explore the practical aspects of managing assets in the Azure ML workspace. Gain expertise in optimising and monitoring ML solutions, setting a strong foundation for applying data science and running machine learning workloads on Azure.
Learning objectives
- Master core Machine Learning concepts and prepare for the Microsoft DP-100 exam with an in-depth understanding of AI and its applications in Azure ML.
- Acquire practical skills in managing data, training models with AutoML and custom scripts, and optimizing ML workflows with Azure ML pipelines.
- Learn to deploy and utilize models effectively, gaining the ability to implement real-time and batch predictions in Azure Machine Learning environments.
Lesson plan
Introduce Data Science and DP-100 exam | Understand the core concepts of Machine Learning (ML)
Explore Azure ML workspace | Explore Azure ML workspace
Work with data | Understand how to work with data in Azure Machine Learning
AutoML | Understand how to configure and run AutoML job, find the best classification model
Train models with scripts | Understand thow to train models with script in Azure ML workspace
Optimize model training with pipelines | Understand how to optimize and automate model training in Azure ML by using components and pipelines
Deploy and consume models with Azure Machine Learning | Understand how to deploy a model to an endpoint and get real-time or batch predictions by calling the endpoint
DP-100 Mock Exam
Prerequisites
- Proficient knowledge of Microsoft AI-900
- Python x AI Course or equivalent
Software
- Visual Studio Code
- Python 3.10 or later
Other requirements
- Requires Azure Credit (Minimum USD 100)
Hardware
- Notebook/Desktop with updated browser
- Self-scheduling the exam at your convenience.
- Candidates who pass the exam with a score of 70% or higher will receive an DP-100 certificate issued by Microsoft.