Azure Machine Learning

Use an enterprise-grade service for the end-to-end machine learning lifecycle.

Learning

Learning Paths

An AI toolbox for trainers
Published: 3/14/2024, Length: 0:57:00

In today's fast-paced digital era, artificial intelligence (AI) is changing the way we train and educate. This learning path is designed to equip you with an understanding of how AI tools can transform a learning environment. Throughout this learning path, you'll explore how AI can elevate the training experience, build engaging content, and foster a more inclusive training environment. You'll also explore the advantages of integrating AI-powered productivity tools into your daily educational practices. By the end of this learning path, you'll be equipped to design and implement training ecosystems that apply AI tools to enhance the training process.

Levels: Beginner

Roles: K-12 Educator, Business User, Higher Education Educator, Data Engineer, School Leader

Modules

Introduction to generative AI for trainers
Published: 3/6/2024, Length: 1:08:00

Discover the world of generative AI, including basic concepts, the different applications in various fields, and the skills necessary to use generative AI tools within training environments. Gain knowledge of large language models (LLMs), AI-powered image generators, and Microsoft Copilot. Explore prompt engineering, navigate the limitations of content created by generative AI models, and learn to utilize generative AI models into your trainings critically and responsibly.

Levels: Beginner

Roles: K-12 Educator, Business User, Higher Education Educator, Data Engineer, School Leader

Modules

Introduction to artificial intelligence for trainers
Published: 1/31/2024, Length: 2:36:00

Gain the foundational knowledge about the principles of artificial intelligence (AI) and how it's used in educational settings.

Levels: Beginner

Roles: K-12 Educator, Higher Education Educator, Business User, Data Engineer, School Leader

Modules

Train and deploy a machine learning model with Azure Machine Learning
Published: 12/13/2023, Length: 4:34:00

To train a machine learning model with Azure Machine Learning, you need to make data available and configure compute. After training your model and tracking model metrics with MLflow, you can decide to deploy your model to an endpoint for real-time predictions.

Levels: Beginner

Roles: Data Scientist

Modules

Work with generative artificial intelligence (AI) models in Azure Machine Learning
Published: 9/12/2023, Length: 1:41:00

Work with generative artificial intelligence (AI) models in Azure Machine Learning

Levels: Intermediate

Roles: Data Scientist

Modules

Manage and review models in Azure Machine Learning
Published: 7/3/2023, Length: 0:40:00

MLflow model management and responsible AI dashboard in Azure Machine Learning.

Levels: Beginner

Roles: Data Scientist

Modules

Work with data in Azure Machine Learning
Published: 5/11/2023, Length: 0:39:00

Learn how to work with data in Azure Machine Learning. Whether you want to access data in notebooks or scripts, you can read data directly, through datastores, or data assets.

Levels: Beginner

Roles: Data Scientist

Modules

Use notebooks for experimentation in Azure Machine Learning
Published: 3/31/2023, Length: 0:33:00

Use notebooks for experimentation with the Azure Machine Learning Python SDK v2.

Levels: Beginner

Roles: Data Scientist

Modules

PyTorch Fundamentals
Published: 3/8/2023, Length: 3:26:00

Learn the fundamentals of deep learning with PyTorch! This beginner friendly learning path will introduce key concepts to building machine learning models in multiple domains include speech, vision, and natural language processing.

Levels: Beginner, Intermediate

Roles: Data Scientist, Developer, Student

Modules

Work with compute in Azure Machine Learning
Published: 3/1/2023, Length: 1:19:00

Azure Machine Learning compute targets and environments with Python SDK v2

Levels: Beginner

Roles: Data Scientist

Modules

Train models with scripts in Azure Machine Learning
Published: 2/15/2023, Length: 1:11:00

Azure Machine Learning Python SDK v2

Levels: Beginner

Roles: Data Scientist

Modules

Learning Modules

Apply responsible AI principles in learning environments
Published: 3/27/2024, Length: 0:39:00
Discover Microsoft's commitment to ethical AI. Learn about the principles of responsible AI - fairness, reliability & safety, privacy & security, transparency, inclusiveness, and accountability specifically for a learning environment. Principles that are designed to guide and shape the future of AI development and usage.
Introduction to Microsoft's Responsible AI Approach
Published: 3/25/2024, Length: 0:24:00
This module provides an overview of Microsoft's responsible AI principles, guidelines, and standards.
Training with AI tools
Published: 3/20/2024, Length: 1:56:00
In this module, you learn various AI-powered tools and how to effectively use them in your training sessions for an optimized learning experience.
Implement AI tools into a training environment
Published: 3/13/2024, Length: 0:17:00
Explore the power of AI tools in education and training plans. Learn how to integrate AI tools to enhance creativity, productivity, and efficiency in your training sessions. Understand the potential and limitations of AI through real-life examples and enhance your training experience.
Use AI tools to create an inclusive learning environment
Published: 3/13/2024, Length: 0:22:00
In this module, you learn how AI tools can help foster inclusive and adaptive learning environments, enabling trainers to address the varied needs of their learners.
Streamline training plans with AI tools
Published: 3/8/2024, Length: 0:18:00
AI tools can aid in streamlining training plans. It helps in building learning objectives, streamlining research, creating assessments, providing feedback, and improving writing quality. Collaboration is boosted with tools like Microsoft Copilot.
Use Microsoft Copilot to create training materials
Published: 3/7/2024, Length: 1:28:00
Discover how Microsoft Copilot can enhance your training materials and resources. From content generation to image creation, experience a new era of engaging and effective learning.
Create images with generative AI
Published: 3/1/2024, Length: 0:26:00
Discover AI-powered image generators. Learn about image creation tools like Microsoft Image Creator. Understand their potential applications in the workplace and training settings and discover best practices for optimal results. Enhance your skills and transform your creative process with AI-powered image generators.
Create effective prompts for generative AI training tools
Published: 3/1/2024, Length: 0:20:00
Learn how to craft engaging and informative prompts with Microsoft Copilot. This module will teach you the basic concepts of prompt engineering, the elements of an effective prompt, and best practices in prompting.
Introduction to generative AI - Exploring the basics
Published: 2/28/2024, Length: 0:22:00
By understanding the basics of generative AI models, you empower yourself to make responsible decisions when using these models. This knowledge allows you to critically evaluate outputs, assess their reliability, and understand potential limitations leading to more informed and effective interactions with generative AI.
Introduction to artificial intelligence for trainers
Published: 1/29/2024, Length: 0:17:00
This module explores the dynamic integration of artificial intelligence (AI) in education.
A guide to artificial intelligence
Published: 1/26/2024, Length: 0:33:00
This module explores fundamental concepts in artificial intelligence (AI) and machine learning.