Packt
Azure ML Bootcamp: Machine Learning on the Cloud Specialization
Packt

Azure ML Bootcamp: Machine Learning on the Cloud Specialization

Master Machine Learning with Azure Studio. Learn to build, train, evaluate, and deploy machine learning models using Azure ML Studio.

Included with Coursera Plus

Get in-depth knowledge of a subject
Intermediate level

Recommended experience

4 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace
Earn a Certificate
With paid plans
Get in-depth knowledge of a subject
Intermediate level

Recommended experience

4 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace
Earn a Certificate
With paid plans

What you'll learn

  • Master Azure Machine Learning tools for building, training, and deploying models.

  • Gain expertise in data preprocessing, normalization, and feature engineering.

  • Learn how to evaluate and optimize machine learning models for real-world applications.

  • Develop expertise in integrating Azure services and creating end-to-end machine learning pipelines.

Details to know

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Taught in English
Recently updated!

October 2025

14 practice exercises

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  • Learn in-demand skills from university and industry experts
  • Master a subject or tool with hands-on projects
  • Develop a deep understanding of key concepts
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Specialization - 3 course series

What you'll learn

  • Understand the core concepts and types of machine learning (supervised, unsupervised, reinforcement learning).

  • Explore the Azure ecosystem and learn how Azure Machine Learning supports ML workflows.

  • Learn how to source, clean, and preprocess data for machine learning tasks.

  • Gain hands-on experience with data transformation, normalization, encoding, and handling missing data in Azure ML.

Skills you'll gain

Data Cleansing, Data Transformation, Feature Engineering, Supervised Learning, Artificial Intelligence and Machine Learning (AI/ML), Applied Machine Learning, Data Processing, Machine Learning, Resource Management, Microsoft Azure, Application Deployment, MLOps (Machine Learning Operations), Data Quality, and Machine Learning Algorithms

What you'll learn

  • Understand how to choose the right algorithms for regression and classification tasks.

  • Master the use of Azure ML Studio for building, customizing, and deploying ML models.

  • Gain expertise in performance evaluation using cross-validation and various metrics.

  • Learn to structure and automate ML workflows through efficient pipelines.

Skills you'll gain

Statistical Methods

What you'll learn

  • Master advanced deployment techniques for scaling and optimizing machine learning models.

  • Gain expertise in MLOps and learn to automate ML workflows with Azure DevOps and GitHub Actions.

  • Fine-tune generative AI models like GPT and DALL·E for real-world applications.

  • Learn to apply responsible AI practices to ensure fairness and transparency in AI models.

Skills you'll gain

CI/CD and Real Time Data

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Instructor

Packt - Course Instructors
Packt
986 Courses238,111 learners

Offered by

Packt

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