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DP-3014: Build machine learning solutions using Azure Databricks
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Introduction
Audio Book: Lesson 1: Build machine learning solutions using Azure Databricks
Lesson 1: Build machine learning solutions using Azure Databricks
Lesson 1: Build machine learning solutions using Azure Databricks
Audio Book: Lesson 1: Build machine learning solutions using Azure Databricks
Podcast: Lesson 1: Build machine learning solutions using Azure Databricks
1.1.1 Introduction
1.1.2 Get started with Azure Databricks
1.1.3 Identify Azure Databricks workloads
1.1.4 Understand key concepts
1.1.5 Data governance using Unity Catalog and Microsoft Purview
1.1.6 Summary
Activity: True/False
Activity: Knowledge Check
1.2.1 Introduction
1.2.2 Get to know Spark
1.2.3 Create a Spark cluster
1.2.4 Use Spark in notebooks
1.2.5 Use Spark to work with data files
1.2.6 Visualize data
1.2.7 Summary
Activity: Drag and Drop
Activity: Knowledge Check
1.3.1 Introduction
1.3.2 Understand principles of machine learning
1.3.3 Machine learning in Azure Databricks
1.3.4 Prepare data for machine learning
1.3.5 Train a machine learning model
1.3.6 Evaluate a machine learning model
1.3.7 Summary
Activity: Short Answer /Fill-in-Blank
Activity: Knowledge Check
1.4.1 Introduction
1.4.2 Capabilities of MLflow
1.4.3 Run experiments with MLflow
1.4.4 Register and serve models with MLflow
1.4.5 Summary
Activity: Sequence
Activity: Knowledge Check
1.5.1 Introduction
1.5.2 Optimize hyperparameters with Optuna
1.5.3 Review trials
1.5.4 Scale Hyperopt trials
1.5.5 Summary
Activity: Sequence
Activity: Knowledge Check
1.6.1 Introduction
1.6.2 What is AutoML?
1.6.3 Use AutoML in the Azure Databricks user interface
1.6.4 Use code to run an AutoML experiment
1.6.5 Summary
Activity: Short Answer /Fill-in-Blank
Activity: Knowledge Check
1.7.1 Introduction
1.7.2 Understand deep learning concepts
1.7.3 Train models with PyTorch
1.7.4 Distribute PyTorch training with TorchDistributor
1.7.5 Summary
Activity: Drag and Drop
Activity: Knowledge Check
1.8.1 Introduction
1.8.2 Automate your data transformations
1.8.3 Explore model development
1.8.4 Explore model deployment strategies
1.8.5 Explore model versioning and lifecycle management
1.8.6 Summary
Activity: True and False
Activity: Knowledge Check
Resources
Blueprint DP 3014
Detailed Curriculum DP 3014
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DP-3014: Build machine learning solutions using Azure Databricks
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