Microsoft
Experiment with Azure Machine Learning
Choose this module if you want to compare models by using automated machine learning, MLflow, and the Responsible AI dashboard.
- Microsoft Learn
- 1 hour
- Self-paced
- Free course
- Free badge
- Beginner
Free online
MLOps courses 342
Learn MLOps online: university courses, full YouTube courses, and courses with free certificates, from the IITs, MIT, Harvard, Google, Microsoft and more.
Explore subjects
Microsoft
Introduction to audio classification with TensorFlow
Learn how to prepare audio data, create spectrograms, and build a TensorFlow keyword classification model.
- Microsoft Learn
- 50 minutes
- Self-paced
- Free course
- Free badge
- Beginner
Microsoft
Train and track machine learning models with MLflow in Microsoft Fabric
Learn how to train machine learning models in notebooks and track your work with MLflow experiments in Microsoft Fabric.
- Microsoft Learn
- 55 minutes
- Self-paced
- Free course
- Free badge
- Beginner
Microsoft
Perform hyperparameter tuning with Azure Machine Learning
Choose this module if you want to optimize model training by tuning hyperparameters with sweep jobs in Azure Machine Learning.
- Microsoft Learn
- 45 minutes
- Self-paced
- Free course
- Free badge
- Beginner
Microsoft
Introduction to Microsoft's Responsible AI Approach
This module provides an overview of Microsoft's responsible AI principles, guidelines, and standards.
- Microsoft Learn
- 25 minutes
- Self-paced
- Free course
- Free badge
- Beginner
Microsoft
Understand the Transformer architecture and explore large language models in Azure Machine Learning
Learn about the history of natural language processing (NLP), including how the Transformer architecture revolutionized the field and helped us create large language models (LLMs). Work with LLMs in Azure Machine Learning through the foundation models in the model catalog.
- Microsoft Learn
- 55 minutes
- Self-paced
- Free course
- Free badge
- Intermediate
Harvard University
MLOps for Scaling TinyML
4.68 ratingsThis course introduces learners to Machine Learning Operations (MLOps) through the lens of TinyML (Tiny Machine Learning). Learners explore best practices to deploy, monitor, and maintain (tiny) Machine Learning models in production at scale.
- edX
- 7 weeks, 2 - 4 hours per week
- Self-paced
- Free to audit
- Paid certificate
- Advanced
Microsoft
Introduction to computer vision with TensorFlow
Learn how to perform different computer vision tasks using TensorFlow.
- Microsoft Learn
- 55 minutes
- Self-paced
- Free course
- Free badge
- Beginner
Microsoft
Introduction to machine learning concepts
Machine learning is the basis for most modern artificial intelligence solutions. A familiarity with the core concepts on which machine learning is based is an important foundation for understanding AI.
- Microsoft Learn
- 1.5 hours
- Self-paced
- Free course
- Free badge
- Beginner
IBM
Apache Spark for Data Engineering and Machine Learning
4.729 ratingsThis short course introduces you to the fundamentals of Data Engineering and Machine Learning with Apache Spark, including Spark Structured Streaming, ETL for Machine Learning (ML) Pipelines, and Spark ML. By the end of the course, you will have hands-on experience applying Spark skills to ETL and…
- edX
- 3 weeks, 3 - 4 hours per week
- Self-paced
- Free to audit
- Paid certificate
- Intermediate
Microsoft
Create images with generative AI
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-powere…
- Microsoft Learn
- 25 minutes
- Self-paced
- Free course
- Free badge
- Beginner
Microsoft
Automate machine learning workflows
Learn about automation for machine learning, machine learning operations, and MLOps.
- Microsoft Learn
- 30 minutes
- Self-paced
- Free course
- Free badge
- Beginner
Microsoft
Automate model training with GitHub Actions
Choose this module if you want to automate and validate model training with GitHub Actions and Azure Machine Learning pipelines.
- Microsoft Learn
- 50 minutes
- Self-paced
- Free course
- Free badge
- Beginner
Microsoft
Apply responsible AI principles in learning environments
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…
- Microsoft Learn
- 40 minutes
- Self-paced
- Free course
- Free badge
- Beginner
Microsoft
Introduction to generative AI - Exploring the basics
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 interactio…
- Microsoft Learn
- 20 minutes
- Self-paced
- Free course
- Free badge
- Beginner
Microsoft
Implement security controls for Azure AI-ready infrastructure
This module equips you to configure Azure's foundational security controls for AI workloads. You'll start by configuring Microsoft Entra ID security principals that define *who* and *what* can access your AI resources—from data scientists needing interactive workspace access to managed identities e…
- Microsoft Learn
- 1 hour
- Self-paced
- Free course
- Free badge
- Intermediate
Microsoft
A guide to artificial intelligence
This module explores fundamental concepts in artificial intelligence (AI) and machine learning.
- Microsoft Learn
- 35 minutes
- Self-paced
- Free course
- Free badge
- Beginner
DeepLearning.AI
Understanding and Applying Text Embeddings
4.869 ratingsThe Vertex AI Text-Embeddings API enhances the process of generating text embeddings. These text embeddings, which are numerical representations of text, play a pivotal role in many tasks involving the identification of similar items, like Google searches, online shopping recommendations, and perso…
- Coursera
- 1 hour
- Self-paced
- Paid · free trial
- Paid certificate
Microsoft
Introduction to building copilots for startups
In the rapidly advancing landscape of generative AI, the technology behind copilots continues to evolve. Understanding their potential and harnessing their capabilities is essential for any forward-looking entrepreneur. Whether you're a technologist, writer, entrepreneur, or innovator, we invite yo…
- Microsoft Learn
- 30 minutes
- Self-paced
- Free course
- Free badge
- Beginner
Microsoft
Training with AI tools
In this module, you learn various AI-powered tools and how to effectively use them in your training sessions for an optimized learning experience.
- Microsoft Learn
- 2 hours
- Self-paced
- Free course
- Free badge
- Beginner