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DP-3014: Build machine learning solutions using Azure Databricks

Learn new skills and discover the power of Microsoft Azure with step-by-step guidance.

ML Workflow Training

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  • Instructor-led

  • Official Courseware

  • Flexible Schedule

  • Guaranteed To Run

Build and Operate Machine Learning Solutions with Azure Databricks is an intermediate-level learning path that teaches how to design, build, and manage machine learning workflows using Azure Databricks, a cloud-scale platform powered by Apache Spark. Learners explore how to prepare and analyze data, train and evaluate machine learning models, use tools like MLflow and AutoML, tune hyperparameters, train deep learning models, and manage models in production. This course emphasizes hands-on skills that help data scientists and machine learning engineers turn raw data into accurate, scalable machine learning solutions and deploy them with confidence in Azure Databricks.

  • Course : DP-3014: Build machine learning solutions using Azure Databricks

  • Level : Intermediate

  • Type : Instructor led Live online or Classroom

  • Length : 1 day

  • Labs : Included

  • Practice Test : Included

Who should take this course

  • Data scientists building scalable ML solutions

  • Machine learning engineers optimizing workflows

  • AI professionals working with big data analytics

  • Cloud developers integrating ML with Spark

  • Python programmers exploring advanced ML tools

  • Analysts aiming to operationalize models

  • Tech teams collaborating on production ML systems

  • Learners targeting data and AI job roles

Prerequisites

  • Good knowledge of Python programming

  • Understanding of data science fundamentals

What you'll learn

  • Explore the Azure Databricks platform

  • Use Apache Spark to analyze and transform data

  • Train machine learning models with Python frameworks

  • Manage experiments and lifecycle with MLflow

  • Tune model performance using hyperparameter optimization

  • Leverage AutoML to simplify model building

  • Train deep learning models for advanced use cases

  • Deploy and operate ML solutions in production

Certificate

  • Not Applicable

Training Mode

Instructor-led Virtual online live Training.

  • Weekend Classes

  • Evening Classes

  • Weekdays Classes

Course Outline

Module 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

Module 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

Module 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

Module 4: Use MLflow in Azure Databricks

  • Capabilities of MLflow

  • Run experiments with MLflow

  • Register and serve models with MLflow

  • Module assessment

Module 5: Tune hyperparameters in Azure Databricks

  • Optimize hyperparameters with Hyperopt

  • Review Hyperopt trials

  • Scale Hyperopt trials

  • Module assessment

Module 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

Module 7: Train deep learning models in Azure Databricks

  • Understand deep learning concepts

  • Train models with PyTorch

  • Distribute PyTorch training with TorchDistributor

  • Module assessment

Module 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

  • Official Courseware

  • Instructor-led live online / Classroom

  • Flexible Schedule

  • Course Completion Certification

US$ 750

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Our upcoming class schedule is currently being finalized.

Let us know your preferred start date, and we'll update you.

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4 days

Advanced

5 days

Intermediate

4 days

Advanced

What are the prerequisites for the training?

Some courses may require basic knowledge of IT infrastructure. Check the specific course details for prerequisites.

Can I start even if I am new to Cloud computing?

Yes, our expert instructor will help you from scratch, the course is designed in a way that you will get understanding of Cloud.

Can I get support after course?

Sure, we would happy to assist you. Please direct your queries to info@infoventure.com

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+1 905 625 2727

www.infoventure.com

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