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Implementing a Machine Learning Solution with Azure Databricks (DP-090T00)

 

Course Overview

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.

Contenu

Module 1: Introduction to Azure Databricks

In this module, you will learn how to provision an Azure Databricks workspace and cluster, and use them to work with data.

Lessons
  • Getting Started with Azure Databricks
  • Working with Data in Azure Databricks
  • Lab: Getting Started with Azure Databricks
  • Lab: Working with Data in Azure Databricks

After completing this module, you will be able to:

  • Provision an Azure Databricks workspace and cluster
  • Use Azure Databricks to work with data
Module 2: Training and Evaluating Machine Learning Models

In this module, you will learn how to use Azure Databricks to prepare data for modeling, and train and validate a machine learning model.

Lessons
  • Preparing Data for Machine Learning
  • Training a Machine Learning Model
  • Lab: Training a Machine Learning Model
  • Lab: Preparing Data for Machine Learning

After completing this module, you will be able to use Azure Databricks to:

  • Prepare data for modeling
  • Train and validate a machine learning model
Module 3: Managing Experiments and Models

In this module, you will learn how to use MLflow to track experiments running in Azure Databricks, and how to manage machine learning models.

Lessons
  • Using MLflow to Track Experiments
  • Managing Models
  • Lab: Using MLflow to Track Experiments
  • Lab: Managing Models

After completing this module, you will be able to:

  • Use MLflow to track experiments
  • Manage models
Module 4: Integrating Azure Databricks and Azure Machine Learning

In this module, you will learn how to integrate Azure Databricks with Azure Machine Learning

Lessons
  • Tracking Experiments with Azure Machine Learning
  • Deploying Models
  • Lab: Deploying Models in Azure Machine Learning
  • Lab: Running Experiments in Azure Machine Learning

After completing this module, you will be able to:

  • Run Azure Machine Learning experiments on Azure Databricks compute
  • Deploy models trained on Azure Databricks to Azure Machine Learning

A qui s'adresse cette formation

This course is designed for data scientists with experience of Pythion who need to learn how to apply their data science and machine learning skills on Azure Databricks

Pré-requis

Before attending this course, you should have experience of using Python to work with data, and some knowledge of machine learning concepts. Before attending this course, complete the following learning path on Microsoft Learn:

  • Create machine learning models

Objectifs

  • 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
Formation en ligne

Durée 1 jour

Prix
  • CAD 895,-
  • SA Voucher: 1
    hardcoded default SA
Classroom training

Durée 1 jour

Prix
  • Canada: CAD 895,-
  • SA Voucher: 1
    hardcoded default SA
 
pointer une ville pour s'enregistrer Agenda
This is an Instructor-Led Classroom course
Instructor-led Online Training:   Cours en ligne avec instructeur
Formation en mode FLEX, à la fois à distance et en présentiel. Tous nos cours FLEX sont aussi des ILO (Instructor-Led Online).
Etats-Unis
Formation en ligne 09:00 US/Central S'inscrire
Formation en ligne 09:00 US/Central S'inscrire
Formation en ligne 09:00 US/Central S'inscrire
Canada
Formation en ligne 09:00 Canada/Central S'inscrire
Formation en ligne 09:00 Canada/Central S'inscrire
Formation en ligne 09:00 Canada/Central S'inscrire