Machine Learning
156 resources
MIT OCW
free
Hands-On Deep Learning
Prof. Rama Ramakrishnan
This is a fast-paced introduction to deep learning with an emphasis on developing a practical understanding of how...
AI
Business & Management
Computer Science
advanced
MIT OCW
free
How to AI (Almost) Anything
Prof. Paul Liang
Artificial Intelligence (AI) holds great promise as a technology to enhance digital productivity, physical...
AI
Computer Science
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Introduction to Machine Learning
Prof. Leslie Kaelbling
This course introduces principles, algorithms, and applications of machine learning from the point of view of...
AI
Algorithms and Data Structures
Computer Science
intermediate
MIT OCW
free
Foundation Models and Generative AI
Rickard Gabrielsson
ChatGPT, Copilot, CLIP, Dall-E, Stable-Diffusion, AlphaFold, self-driving cars—is now the time that artificial...
AI
Computer Science
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Introduction to Deep Learning
Alexander Amini
This is MIT’s introductory course on deep learning methods with applications to computer vision, natural language...
AI
Computer Science
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Deep Learning
Prof. Phillip Isola
This course covers the fundamentals of deep learning, including both theory and applications. Topics include neural...
AI
Computer Science
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
AI 101
Brandon Leshchinskiy
Machine vision. Data wrangling. Reinforcement learning. What do these terms even mean?...
AI
Computer Science
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Introduction to Electrical Engineering and Computer Science I
Prof. Leslie Kaelbling
This course provides an integrated introduction to electrical engineering and computer science, taught using...
AI
Computer Science
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Machine Learning
Rohit Singh
6.867 is an introductory course on machine learning which gives an overview of many concepts, techniques, and...
AI
Algorithms and Data Structures
Cognitive Science
advanced
MIT OCW
free
Artificial Intelligence
Patrick Henry Winston
This course introduces students to the basic knowledge representation, problem solving, and learning methods of...
AI
Algorithms and Data Structures
Computer Science
intermediate
MIT OCW
free
Machine Learning for Healthcare
Prof. Peter Szolovits
This course introduces students to machine learning in healthcare, including the nature of clinical data and the use...
AI
Computer Science
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
FinTech: Shaping the Financial World
Prof. Gary Gensler
This course about financial technology, or FinTech, is for students wishing to explore the ways in which new...
AI
Business & Management
Computer Science
advanced
MIT OCW
free
Mathematics of Machine Learning
Prof. Philippe Rigollet
Broadly speaking, Machine Learning refers to the automated identification of patterns in data. As such it has been a...
AI
Algorithms and Data Structures
Computer Science
advanced
MIT OCW
free
Machine Vision
Prof. Berthold Horn
This course is an introduction to the process of generating a symbolic description of the environment from an...
AI
Computer Science
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Brains, Minds and Machines Summer Course
Prof. Tomaso Poggio
This course explores the problem of intelligence—its nature, how it is produced by the brain and how it could be...
AI
Biology
Biomedical Technologies
advanced
MIT OCW
free
Generative Artificial Intelligence in K–12 Education
Prof. Harold Abelson
The emergence of transformer architectures in 2017 triggered a breakthrough in machine learning that today lets...
AI
Computer Science
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Visual Navigation for Autonomous Vehicles (VNAV)
Prof. Luca Carlone
This course covers the mathematical foundations and state-of-the-art implementations of algorithms for vision-based...
Aerospace Engineering
AI
Computer Science
advanced
MIT OCW
free
Advances in Computer Vision
Prof. Vincent Sitzmann
This course dives into advanced concepts in computer vision. A first focus is geometry in computer vision, including...
AI
Computer Science
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Day of AI
MIT RAISE
This resource is to support teachers and educators to run Day of AI activities in their classrooms through...
AI
Computer Science
Data Science, Analytics & Computer Technology
beginner
MIT OCW
free
Cognitive Robotics
Prof. Brian Charles Williams
This is a class about applying autonomy to real-world systems. The overarching theme uniting the many different...
AI
Computer Science
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Topics in Multiagent Learning
Prof. Gabriele Farina
While machine learning techniques have had significant success in single-agent settings, an increasingly large body...
AI
Computer Science
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
The Battlecode Programming Competition
Maxwell Mann
This course is conducted as an artificial intelligence programming contest in Java. Students work in teams to...
AI
Art, Design & Architecture
Computer Science
intermediate
MIT OCW
free
Collaborative Data Science for Healthcare
Leo A. Celi
This course provides an introductory survey of data science tools in healthcare. It was created by members of...
AI
Computer Science
Data Science
advanced
MIT OCW
free
Medical Artificial Intelligence
Prof. Lucila Ohno-Machado
This course provides an intensive introduction to artificial intelligence and its applications to problems of...
AI
Biological Engineering
Biomedical Technologies
advanced
MIT OCW
free
Advanced Natural Language Processing
Prof. Michael Collins
This course is a graduate introduction to natural language processing - the study of human language from a...
AI
Cognitive Science
Computer Science
advanced
MIT OCW
free
Minds and Machines
Prof. Alex Byrne
This course is an introduction to many of the central issues in a branch of philosophy called philosophy of mind.
AI
Cognitive Science
Computer Science
intermediate
MIT OCW
free
Clinical Data Learning, Visualization, and Deployments
Marzyeh Ghassemi
HST.953 is a course about the practical considerations for operationalizing machine learning in healthcare settings....
AI
Computer Science
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Robotic Manipulation
Prof. Russell Tedrake
Introduces the fundamental algorithmic approaches for creating robot systems that can autonomously manipulate...
AI
Computer Science
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Principles of Autonomy and Decision Making
Prof. Brian Charles Williams
This course surveys a variety of reasoning, optimization and decision making methodologies for creating highly...
AI
Algorithms and Data Structures
Business & Management
intermediate
MIT OCW
free
Ethics of AI Bias
Prof. Bernhardt Trout
This video aims to delve into the human problems brought out by issues in artificial intelligence, specifically with...
AI
Computer Science
Data Science, Analytics & Computer Technology
beginner
MIT OCW
free
Prediction: Machine Learning and Statistics
Prof. Cynthia Rudin
Prediction is at the heart of almost every scientific discipline, and the study of generalization (that is,...
AI
Algorithms and Data Structures
Computer Science
advanced
MIT OCW
free
Ethics for Engineers: Artificial Intelligence
Prof. Bernhardt Trout
Artificial Intelligence (AI), and the algorithmic judgment at its core, is developing at breakneck speed. This...
AI
Computer Science
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Machine Learning for Inverse Graphics
Prof. Vincent Sitzmann
This course covers fundamental and advanced techniques in this field at the intersection of computer vision,...
AI
Computer Science
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Medical Decision Support
Prof. Lucila Ohno-Machado
This course presents the main concepts of decision analysis, artificial intelligence, and predictive model...
AI
Biological Engineering
Biomedical Technologies
advanced
MIT OCW
free
Underactuated Robotics
Prof. Russell Tedrake
Robots today move far too conservatively, using control systems that attempt to maintain full control authority at...
AI
Computer Science
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Ambient Intelligence
Prof. Patricia Maes
This course will provide an overview of a new vision for Human-Computer Interaction (HCI) in which people are...
AI
Art, Design & Architecture
Computer Science
advanced
MIT OCW
free
Techniques in Artificial Intelligence (SMA 5504)
Prof. Tomás Lozano-Pérez
6.825 is a graduate-level introduction to artificial intelligence. Topics covered include: representation and...
AI
Algorithms and Data Structures
Cognitive Science
advanced
MIT OCW
free
Social and Ethical Responsibilities of Computing (SERC)
SERC Contributors
Social and Ethical Responsibilities of Computing (SERC), a cross-cutting initiative of the MIT Schwarzman College of...
AI
Computer Science
Data Science, Analytics & Computer Technology
beginner
MIT OCW
free
Topics in Statistics: Statistical Learning Theory
Prof. Dmitry Panchenko
The main goal of this course is to study the generalization ability of a number of popular machine learning...
AI
Algorithms and Data Structures
Cognitive Science
advanced
MIT OCW
free
Natural Language and the Computer Representation of Knowledge
Prof. Robert Berwick
6.863 is a laboratory-oriented course on the theory and practice of building computer systems for human language...
AI
Cognitive Science
Computer Science
advanced
MIT OCW
free
RAISE (Responsible AI for Social Empowerment and Education)
MIT RAISE
RAISE (Responsible AI for Social Empowerment and Education) is a new MIT-wide initiative headquartered in...
AI
Computer Science
Data Science, Analytics & Computer Technology
beginner
MIT OCW
free
The Society of Mind
Prof. Marvin Minsky
This course is an introduction to the theory that tries to explain how minds are made from collections of simpler...
AI
Computer Science
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Identification, Estimation, and Learning
Prof. Harry Asada
This course provides a broad theoretical basis for system identification, estimation, and learning. Students will...
AI
Algorithms and Data Structures
Computer Science
advanced
MIT OCW
free
Affective Computing
Prof. Rosalind W. Picard
This course instructs students on how to develop technologies that help people measure and communicate emotion, that...
AI
Cognitive Science
Computer Science
advanced
MIT OCW
free
Computational Models of Discourse
Prof. Regina Barzilay
This course is a graduate level introduction to automatic discourse processing. The emphasis will be on methods and...
AI
Computer Science
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Knowledge-Based Applications Systems
Prof. Randall Davis
This course covers the development of programs containing a significant amount of knowledge about their application...
AI
Business & Management
Computer Science
advanced
MIT OCW
free
Adventures in Advanced Symbolic Programming
Prof. Gerald Sussman
This course covers concepts and techniques for the design and implementation of large software systems that can be...
AI
Computer Science
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Pattern Recognition for Machine Vision
Dr. Bernd Heisele
The applications of pattern recognition techniques to problems of machine vision is the main focus for this course....
AI
Cognitive Science
Computer Science
advanced
MIT OCW
free
Media Literacy in the Age of Deepfakes
Prof. Joshua Glick
Media Literacy in the Age of Deepfakes aims to equip students with the critical skills to better understand the past...
AI
Art, Design & Architecture
Computer Science
beginner
MIT OCW
free
Making Science and Engineering Pictures: A Practical Guide to Presenting Your Work
Felice C. Frankel
In this course you will learn the basics of photography and gain an intriguing new perspective into the visual...
AI
Art, Design & Architecture
Biology
intermediate
MIT OCW
free
Autonomous Robot Design Competition
No Faculty
6.270 is a hands-on, learn-by-doing class, in which participants design and build a robot that will play in a...
AI
Computer Science
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Exploring Fairness in Machine Learning for International Development
Dr. Richard Fletcher
In an effort to build the capacity of the students and faculty on the topics of bias and fairness in machine...
AI
Computer Science
Data Science, Analytics & Computer Technology
beginner
MIT OCW
free
Out of Context: A Course on Computer Systems That Adapt To, and Learn From, Context
Prof. Henry Lieberman
Increasingly, we are realizing that to make computer systems more intelligent and responsive to users, we will have...
AI
Cognitive Science
Computer Science
advanced
MIT OCW
free
The Human Intelligence Enterprise
Patrick Henry Winston
This course analyzes seminal work directed at the development of a computational understanding of human...
AI
Cognitive Science
Computer Science
intermediate
MIT OCW
free
Brain and Cognitive Sciences Computational Tutorial: Optimizing the Full Stack for Generative Image and Video Models
This tutorial covers optimization strategies for diffusion models used in image and video generation; topics include...
AI
Cognitive Science
Computer Science
beginner
MIT OCW
free
Special Topics in Media Technology: Cooperative Machines
Prof. Cynthia Breazeal
This course examines the issues, principles, and challenges toward building machines that cooperate with humans and...
AI
Art, Design & Architecture
Computer Science
advanced
MIT OCW
free
Mobile Autonomous Systems Laboratory
No Faculty
MASLab (Mobile Autonomous System Laboratory), also known as 6.186, is a robotics contest. The contest takes place...
AI
Computer Science
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Brave New Planet
Prof. Eric Lander
Utopia or dystopia? It’s up to us.
In the 21st century, powerful technologies have been appearing at a breathtaking...
AI
Biology
Climate Science
beginner
MIT OCW
free
Robocraft Programming Competition
Prof. Michael Ernst
The 6.370 Robocraft programming competition is a unique challenge that combines battle strategy and software...
AI
Art, Design & Architecture
Computer Science
intermediate
MIT OCW
free
Relational Machines
Prof. Cynthia Breazeal
This course examines the issues, principles, and challenges toward building relational machines through a...
AI
Art, Design & Architecture
Computer Science
advanced
edX
edX
audit free
Xccelerate Machine Learning Magic Crafting Algorithms For Smart Solutions
Machine Learning
edX
edX
audit free
Universite De Montreal Recommender Systems Behind The Screen
Machine Learning
edX
edX
audit free
Universite De Montreal Machine Learning Use Cases In Finance
Machine Learning
edX
edX
audit free
Universite De Montreal Apprivoiser Lapprentissage Automatique
Machine Learning
edX
edX
audit free
Universitat Politecnica De Valencia Aprendizaje Automatico Machine Learning Y Ciencia De Datos
Machine Learning
edX
edX
audit free
Universidades Anahuac Modelos Predictivos Con Machine Learning
Machine Learning
edX
edX
audit free
Universidad Del Rosario Introduccion A Machine Learning
Machine Learning
edX
edX
audit free
The University Of California San Diego Machine Learning Fundamentals
Machine Learning
edX
edX
audit free
The University Of California San Diego Dynamic Programming Applications In Machine Learning And Genomics
Machine Learning
edX
edX
audit free
The Georgia Institute Of Technology Machine Learning
Machine Learning
edX
edX
audit free
State Bank Of India Introduction To Machine Learning For Finance
Machine Learning
edX
edX
audit free
Pragmatic Ai Labs Cloud Machine Learning Engineering And Mlops
Machine Learning
edX
edX
audit free
Ibm Machine Learning With Python A Practical Introduction
Machine Learning
edX
edX
audit free
Ibm Guided Project Predict World Cup Soccer Results With Ml V2
Machine Learning
edX
edX
audit free
Ibm Ciencia De Datos Y Aprendizaje Automatico Curso Capstone
Machine Learning
edX
edX
audit free
Harvard University Machine Learning And Ai With Python
Machine Learning
edX
edX
audit free
Harvard University Fundamentals Of Tinyml
Machine Learning
edX
edX
audit free
Harvard University Data Science Machine Learning
Machine Learning
edX
edX
audit free
Ecole Polytechnique Federale De Lausanne Selected Topics On Discrete Choice
Machine Learning
edX
edX
audit free
Delft University Of Technology Machine Learning For Semiconductor Quantum Devices
Machine Learning
edX
edX
audit free
Columbia University Machine Learning
Machine Learning
edX
edX
audit free
Caltech Learning From Data Introductory Machine Learning
Machine Learning
edX
edX
audit free
Arm Education Machine Learning At The Edge On Arm A Practical Introduction
Machine Learning
edX
edX
audit free
Amazon Web Services Amazon Sagemaker Simplifying Machine Learning Application Development
Machine Learning
Mslearn
free
Design a machine learning solution
Design a machine learning solution with Azure Machine Learning v2
Foundry Tools
Azure Databricks
Azure Devops
beginner
Mslearn
free
Train and manage a machine learning model with Azure Machine Learning
To train a machine learning model with Azure Machine Learning, you need to make data available and configure...
Azure Machine Learning
beginner
Mslearn
free
Manage and review models in Azure Machine Learning
MLflow model management and responsible AI dashboard in Azure Machine Learning.
Azure Machine Learning
beginner
Mslearn
free
Create machine learning models
Machine learning is the foundation for predictive modeling and artificial intelligence. Learn some of the core...
Azure Machine Learning
intermediate
Mslearn
free
An AI toolbox for trainers
In today's fast-paced digital era, artificial intelligence (AI) is changing the way we train and educate. This...
Foundry Tools
Azure Machine Learning
Azure Machine Learning Designer
beginner
Mslearn
free
Introduction to artificial intelligence for trainers
Gain the foundational knowledge about the principles of artificial intelligence (AI) and how it's used in...
Foundry Tools
Azure Machine Learning
Azure Machine Learning Designer
beginner
Mslearn
free
Manage Network Access for AI workloads
Strengthen your command over securing network access for AI workloads in Azure. This learning path is tailored for...
Foundry Tools
Azure Machine Learning
intermediate
Mslearn
free
Operationalize machine learning models (MLOps)
Learn the full MLOps lifecycle for machine learning models, from experimentation and pipeline automation to CI/CD,...
Azure Machine Learning
Github
intermediate
Mslearn
free
TensorFlow fundamentals
Learn the fundamentals of deep learning with TensorFlow! This beginner friendly learning path will introduce key...
Azure Machine Learning
beginner
Mslearn
free
Experiment with Azure Machine Learning
Learn how to find the best model with automated machine learning (AutoML) and by experimenting in notebooks.
Azure Machine Learning
beginner
Mslearn
free
Responsible use of artificial intelligence in education
In this learning path, you'll embark on an insightful exploration of Microsoft’s Responsible AI framework, learning...
Foundry Tools
Azure Machine Learning
Azure Machine Learning Designer
beginner
Mslearn
free
AI workload governance and DLP
Master the art of safeguarding sensitive data and enforcing governance for AI workloads on Azure. This learning path...
Foundry Tools
Azure Machine Learning
intermediate
Mslearn
free
Introduction to machine learning operations (MLOps)
Introduction to machine learning operations (MLOps)
Azure Devops
Azure Machine Learning
Github
beginner
Mslearn
free
Introduction to generative AI for trainers
Discover the world of generative AI, including basic concepts, the different applications in various fields, and the...
Foundry Tools
Azure Machine Learning
Azure Machine Learning Designer
beginner
Mslearn
free
Work with generative artificial intelligence (AI) models in Azure Machine Learning
Work with generative artificial intelligence (AI) models in Azure Machine Learning
Foundry Tools
Azure Machine Learning
intermediate
Mslearn
free
Deploy and consume models with Azure Machine Learning
Learn how to deploy a model to an endpoint. When you deploy a model, you can get real-time or batch predictions by...
Azure Machine Learning
beginner
Mslearn
free
Optimize model training with Azure Machine Learning
Learn how to optimize model training in Azure Machine Learning by using scripts, jobs, components and pipelines.
Azure Machine Learning
beginner
Mslearn
free
Manage Authentication, Authorization, and RBAC for AI workloads on Azure
Boost your expertise in securing Azure's AI solutions with this comprehensive learning path tailored for identity...
Foundry Tools
Azure Machine Learning
Entra Id
intermediate
Mslearn
free
Explore and configure the Azure Machine Learning workspace
Explore and configure the Azure Machine Learning workspace, its resources and its assets. Explore which developer...
Azure Machine Learning
beginner
Mslearn
free
Introduction to DevOps principles for machine learning
Learn about DevOps for machine learning, machine learning operations, and MLOps.
Azure Devops
Azure Machine Learning
Github
beginner
Mslearn
free
Introduction to audio classification with TensorFlow
Learn how to prepare audio data, create spectrograms, and build a TensorFlow keyword classification model.
Azure Machine Learning
beginner
Mslearn
free
Continuous deployment for machine learning
Learn about continuous development for machine learning, machine learning operations, and MLOps.
Azure Devops
Azure Machine Learning
Github
beginner
Mslearn
free
Tailoring trainings with AI
This module explores the dynamic integration of artificial intelligence (AI) in education.
Foundry Tools
Azure Machine Learning
Azure Machine Learning Designer
beginner
Mslearn
free
Design a machine learning operations solution
Design machine learning operations MLOps solution with Azure Machine Learning Python SDK v2.
Azure Machine Learning
beginner
Mslearn
free
Deploy a model to a batch endpoint
Learn how to deploy models to a batch endpoint. When you invoke a batch endpoint, you trigger a batch scoring job.
Azure Machine Learning
beginner
Mslearn
free
Work with compute targets in Azure Machine Learning
Learn how to work with compute targets in Azure Machine Learning. Compute targets allow you to run your machine...
Azure Machine Learning
beginner
Mslearn
free
Perform hyperparameter tuning with Azure Machine Learning
Learn how to perform hyperparameter tuning with a sweep job in Azure Machine Learning.
Azure Machine Learning
beginner
Mslearn
free
Introduction to Microsoft's Responsible AI Approach
This module provides an overview of Microsoft's responsible AI principles, guidelines, and standards.
Foundry Tools
Azure Machine Learning
Azure Machine Learning Designer
beginner
Mslearn
free
Design a model deployment solution
Design a model deployment solution with Azure Machine Learning Python SDK v2
Azure Machine Learning
beginner
Mslearn
free
Make data available in Azure Machine Learning
Learn about how to connect to data from the Azure Machine Learning workspace. You're introduced to datastores and...
Azure Machine Learning
beginner
Mslearn
free
Track model training with MLflow in jobs
Learn how to track model training with MLflow in jobs when running scripts.
Azure Machine Learning
beginner
Mslearn
free
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...
Azure Machine Learning
intermediate
Mslearn
free
Work with linting and unit testing in GitHub Actions
machine learning operations, MLOps, linter, linting, unit tests, code check
Azure Machine Learning
Github
intermediate
Mslearn
free
Introduction to computer vision with TensorFlow
Learn how to perform different computer vision tasks using TensorFlow.
Azure Machine Learning
beginner
Mslearn
free
Register an MLflow model in Azure Machine Learning
Learn how to register an Mlflow model in Azure Machine Learning.
Azure Machine Learning
beginner
Mslearn
free
Create and explore the Responsible AI dashboard for a model in Azure Machine Learning
Create and explore the Responsible AI dashboard for a model in Azure Machine Learning using the Python SDK v2.
Azure Machine Learning
beginner
Mslearn
free
Trigger GitHub Actions with feature-based development
Learn how to trigger GitHub Actions with feature-based development to achieve machine learning operations or MLOps.
Azure Machine Learning
Github
intermediate
Mslearn
free
Introduction to machine learning concepts
Machine learning is the basis for most modern artificial intelligence solutions. A familiarity with the core...
Azure Machine Learning
beginner
Mslearn
free
Design a data ingestion strategy for machine learning projects
Learn how to design a data ingestion solution for training data used in machine learning projects.
Azure Databricks
Azure Machine Learning
Azure Synapse Analytics
beginner
Mslearn
free
Create images with generative AI
Discover AI-powered image generators. Learn about image creation tools like Microsoft Image Creator. Understand...
Foundry Tools
Azure Machine Learning
Azure Machine Learning Designer
beginner
Mslearn
free
Automate machine learning workflows
Learn about automation for machine learning, machine learning operations, and MLOps.
Azure Devops
Azure Machine Learning
Github
beginner
Mslearn
free
Track model training in Jupyter notebooks with MLflow
Learn how to use MLflow for model tracking when experimenting in notebooks.
Azure Machine Learning
beginner
Mslearn
free
Work with environments in Azure Machine Learning
Use Azure Machine Learning Python SDK v2 to work with environments
Azure Machine Learning
beginner
Mslearn
free
Trigger Azure Machine Learning jobs with GitHub Actions
MLOps, machine learning operations
Azure Machine Learning
Github
intermediate
Mslearn
free
Apply responsible AI principles in learning environments
Discover Microsoft's commitment to ethical AI. Learn about the principles of responsible AI - fairness, reliability...
Foundry Tools
Azure Machine Learning
Azure Machine Learning Designer
beginner
Mslearn
free
Use Azure Machine Learning for inferencing from Azure Database for PostgreSQL
Learn how to use Azure Machine Learning for inferencing from Azure Database for PostgreSQL.
Azure Database Postgresql
Azure Machine Learning
intermediate
Mslearn
free
Introduction to generative AI - Exploring the basics
By understanding the basics of generative AI models, you empower yourself to make responsible decisions when using...
Foundry Tools
Azure Machine Learning
Azure Machine Learning Designer
beginner
Mslearn
free
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...
Azure
Azure Machine Learning
Azure Machine Learning Studio
intermediate
Mslearn
free
Explore developer tools for workspace interaction
Learn how you can interact with the Azure Machine Learning workspace. You can use the Azure Machine Learning studio,...
Azure Machine Learning
beginner
Mslearn
free
Deploy a model to a managed online endpoint
Learn how to deploy models to a managed online endpoint for real-time inferencing.
Azure Machine Learning
beginner
Mslearn
free
A guide to artificial intelligence
This module explores fundamental concepts in artificial intelligence (AI) and machine learning.
Foundry Tools
Azure Machine Learning
Azure Machine Learning Designer
beginner
Mslearn
free
Introduction to building copilots for startups
In the rapidly advancing landscape of generative AI, the technology behind copilots continues to evolve....
Azure Bot Service
Foundry Tools
Azure Machine Learning
beginner
Mslearn
free
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...
Foundry Tools
Azure Machine Learning
Azure Machine Learning Designer
beginner
Mslearn
free
Get started with machine learning in Azure
Design a machine learning model training solution with Azure Machine Learning.
Azure Machine Learning
beginner
Mslearn
free
Work with environments in GitHub Actions
machine learning operations, MLOps, environments
Azure Machine Learning
Github
intermediate
Mslearn
free
Implement AI tools into a training environment
Explore the power of AI tools in education and training plans. Learn how to integrate AI tools to enhance...
Foundry Tools
Azure Machine Learning
Azure Machine Learning Designer
beginner
Mslearn
free
Streamline training plans with AI tools
AI tools can aid in streamlining training plans. It helps in building learning objectives, streamlining research,...
Foundry Tools
Azure Machine Learning
Azure Machine Learning Designer
beginner
Mslearn
free
Use AI tools to create an inclusive learning environment
In this module, you learn how AI tools can help foster inclusive and adaptive learning environments, enabling...
Foundry Tools
Azure Machine Learning
Azure Machine Learning Designer
beginner
Mslearn
free
Find the best classification model with Automated Machine Learning
Learn how to find the best classification model with automated machine learning (AutoML). You'll use the Python SDK...
Azure Machine Learning
beginner
Mslearn
free
Deploy a model with GitHub Actions
machine learning operations, MLOps, model deployment, online endpoint
Azure Machine Learning
Github
intermediate
Mslearn
free
Introduction to natural language processing with TensorFlow
In this module, we explore different neural network architectures for processing natural language texts.
Azure Machine Learning
beginner
Mslearn
free
Create effective prompts for generative AI training tools
Learn how to craft engaging and informative prompts with Microsoft Copilot. This module will teach you the basic...
Foundry Tools
Azure Machine Learning
Azure Machine Learning Designer
beginner
Mslearn
free
Explore Azure Machine Learning workspace resources and assets
As a data scientist, you can use Azure Machine Learning to train and manage your machine learning models. Learn what...
Azure Machine Learning
beginner
Mslearn
free
Use Microsoft Copilot to create training materials
Discover how Microsoft Copilot can enhance your training materials and resources. From content generation to image...
Foundry Tools
Azure Machine Learning
Azure Machine Learning Designer
beginner
Mslearn
free
Run training scripts and track models with MLflow in Azure Machine Learning
Learn how to run scripts as command jobs and track model training with MLflow in Azure Machine Learning.
Azure Machine Learning
beginner
Mslearn
free
Source control for machine learning projects
Learn about source control for machine learning, machine learning operations, and MLOps.
Azure Devops
Azure Machine Learning
Github
beginner
Mslearn
free
Introduction to Azure Machine Learning authentication and authorization
Learn how to configure and manage Azure Machine Learning authentication and authorization.
Azure Machine Learning
beginner
Mslearn
free
Run pipelines in Azure Machine Learning
Learn how to create and use components to build pipeline in Azure Machine Learning. Run and schedule Azure Machine...
Azure Machine Learning
beginner
Mslearn
free
Run a training script as a command job in Azure Machine Learning
Run a command job with the Azure Machine Learning Python SDK v2.
Azure Machine Learning
beginner
Mslearn
free
Guided project - Embrace responsible AI
Go beyond theory and learn how to implement Responsible AI framework into a learning environment. Learn through...
Foundry Tools
Azure Machine Learning
Azure Machine Learning Designer
beginner
Mslearn
free
Use an Azure Machine Learning job for automation
MLOps, automation, Machine learning operations
Azure Machine Learning
intermediate
Mslearn
free
Build effective generative AI solutions in your organization
Discover how to make generative AI work for your organization. Learn the essential elements of building reliable,...
Microsoft 365 Copilot
Azure Machine Learning
Microsoft Foundry
beginner