DP-3014 Build machine learning solutions using Azure Databricks

Azure Databricks is a fully managed, cloud-based data analytics platform, which empowers developers to accelerate AI and innovation by simplifying the process of building enterprise-grade data applications. Built as a joint effort by Microsoft and the team that started Apache Spark, Azure Databricks provides data science, engineering, and analytical teams with a single platform for big data processing and machine learning. In this course, you’ll learn how to use Azure Databricks to train and deploy machine learning models.

Course Details

Price:

$695.00

Days:

Location:

Course Overview

This learning path assumes that you have experience of using Python to explore data and train machine learning models with common open source frameworks, like Scikit-Learn, PyTorch, and TensorFlow.

1 – Explore Azure Databricks

Get started with Azure Databricks
Identify Azure Databricks workloads
Understand key concepts
Data governance using Unity Catalog and Microsoft Purview
Module assessment

2 – Use Apache Spark in Azure Databricks

Get to know Spark
Create a Spark cluster
Use Spark in notebooks
Use Spark to work with data files
Visualize data
Module assessment

3 – Train a machine learning model in Azure Databricks

Understand principles of machine learning
Machine learning in Azure Databricks
Prepare data for machine learning
Train a machine learning model
Evaluate a machine learning model
Module assessment

4 – Use MLflow in Azure Databricks

Capabilities of MLflow
Run experiments with MLflow
Register and serve models with MLflow
Module assessment

5 – Tune hyperparameters in Azure Databricks

Optimize hyperparameters with Optuna
Review trials
Scale hyperparameter optimization
Module assessment

6 – Use AutoML in Azure Databricks

What is AutoML?
Use AutoML in the Azure Databricks user interface
Use code to run an AutoML experiment
Module assessment

7 – Train deep learning models in Azure Databricks

Understand deep learning concepts
Train models with PyTorch
Distribute PyTorch training with TorchDistributor
Module assessment

8 – Manage machine learning in production with Azure Databricks

Automate your data transformations
Explore model development
Explore model deployment strategies
Explore model versioning and lifecycle management
Module assessment

Class Dates & Times


05/26/2026 Virtual 09:00:00 to 17:00:00 EST Enroll Now $695.00
07/16/2026 Virtual 09:00:00 to 17:00:00 EST Enroll Now $695.00
11/24/2026 Virtual 09:00:00 to 17:00:00 EST Enroll Now $695.00

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