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Information Technology
DP-3014 Implementing a Machine Learning solution with Azure Databricks
Description
Azure Databricks is a cloud-scale platform for data analytics and machine learning. Data scientists and machine learning engineers can use Azure Databricks to implement machine learning solutions at scale.
Course Overview
Azure Databricks is a cloud-scale platform for data analytics and machine learning. Data scientists and machine learning engineers can use Azure Databricks to implement machine learning solutions at scale.
Course Prerequisites
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Course Agenda
7 Title
Course Agenda
1
Explore Azure Databricks
Get started with Azure Databricks
Identify Azure Databricks workloads
Understand key concepts
Identify Azure Databricks workloads
Understand key concepts
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
Create a Spark cluster
Use Spark in notebooks
Use Spark to work with data files
Visualize data
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
Machine learning in Azure Databricks
Prepare data for machine learning
Train a machine learning model
Evaluate a machine learning model
4
Use MLflow in Azure Databricks
Capabilities of Mlflow
Run experiments with Mlflow
Register and serve models with Mlflow
Run experiments with Mlflow
Register and serve models with Mlflow
5
Tune hyperparameters in Azure Databricks
Optimize hyperparameters with Hyperopt
Review Hyperopt trials
Scale Hyperopt trials
Review Hyperopt trials
Scale Hyperopt trials
6
Use AutoML in Azure Databricks
What is AutoML?
Use AutoML in the Azure Databricks user interface
Use code to run an AutoML experiment
Use AutoML in the Azure Databricks user interface
Use code to run an AutoML experiment
7
Train deep learning models in Azure Databricks
Understand deep learning concepts
Distribute PyTorch training with Horovod
Train models with PyTorch
Distribute PyTorch training with Horovod
Train models with PyTorch