MOC DP-090 - Implementing a Machine Learning Solution with Microsoft Azure Databrick

Il corso DP-090 – Implementing a Machine Learning Solution with Microsoft Azure Databricks è pensato per i data scientists con esperienza di Python che hanno bisogno di imparare ad applicare le loro competenze di data science e machine learning su Azure Databricks.

Prima di frequentare il corso DP-090 – Implementing a Machine Learning Solution with Microsoft Azure Databricks gli studenti dovrebbero avere esperienza nell’uso di Python per lavorare con i dati e qualche conoscenza dei concetti di apprendimento automatico.

Al termine del corso DP-090 – Implementing a Machine Learning Solution with Microsoft Azure Databricks gli allievi saranno in grado di:

• predisporre uno spazio di lavoro e un cluster Azure Databricks;
• usare Azure Databricks per definire un modello di apprendimento automatico;
• utilizzare MLflow per tracciare gli esperimenti e gestire i modelli di apprendimento automatico;
• integrare Azure Databricks con Azure Machine Learning.

Module 1: Introduction to Azure Databricks

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

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

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

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

Materiale didattico

Il Corso include:

• Manuale ufficiale Microsoft Learning (in lingua inglese) accessibile online, di durata illimitata.
• Ambiente di Laboratorio con macchine virtuali accessibili online per 180 giorni dalla data del corso.