Implementing a Machine Learning Solution with Microsoft Azure Databricks
Azure Databricks is a cloud-scale platform for data analytics and machine learning. In this one-day course, you'll learn how to use Azure Databricks to explore, prepare, and model data; and integrate Databricks machine learning processes with Azure Machine Learning.
Accredited course for Continuing Education of Pedagogical Staff
Course length: 1 day (8:30 - 16:00)
Dates
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Students will be able to
- Provision an Azure Databricks workspace and cluster
- Use Azure Databricks to train a machine learning model
- Use MLflow to track experiments and manage machine learning models
- Integrate Azure Databricks with Azure Machine Learning
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Course requirements
- DP-900 course
- Python basics (Python1 course)
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This course is intended for
This course is designed for data scientists who need to learn how to apply their data science and machine learning skills on Azure Databricks
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Literature
All participants will get original Microsoft materials.
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Hardware
Classrooms are equipped with high-performance computers with Internet access and the possibility of wireless connection.
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Syllabus
Module 1: Introduction to Azure Databricks
- Lesson: Getting Started with Azure Databricks
- Lesson: Working with Data in Azure Databricks
- Lab: Getting Started with Azure Databricks
- Lab: Working with Data in Azure Databricks
Module 2: Training and Evaluating Machine Learning Models
- Lesson: Preparing Data for Machine Learning
- Lesson: Training a Machine Learning Model
- Lab: Training a Machine Learning Model
- Lab: Preparing Data for Machine Learning
Module 3: Managing Experiments and Models
- Lesson: Using MLflow to Track Experiments
- Lesson: Managing Models
- Lab: Using MLflow to Track Experiments
- Lab: Managing Models
Module 4: Integrating Azure Databricks and Azure Machine Learning
- Lesson: Tracking Experiments with Azure Machine Learning
- Lesson: Deploying Models
- Lab: Deploying Models in Azure Machine Learning
- Lab: Running Experiments in Azure Machine Learning
Prices do not include VAT. OKsystem a.s. reserves the right to change dates and prices of courses.