Data Science & AI – Browse Learning Resources

MIT OCW

free course

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...

Digital Business & IT Engineering Computer Science

advanced

MIT OCW

free course

How to AI (Almost) Anything

Prof. Paul Liang

Artificial Intelligence (AI) holds great promise as a technology to enhance digital productivity, physical...

AI Machine Learning Computer Science

advanced

MIT OCW

free course

Introduction to Machine Learning

Prof. Leslie Kaelbling

This course introduces principles, algorithms, and applications of machine learning from the point of view of...

Computer Science Machine Learning Engineering

intermediate

MIT OCW

free course

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 Machine Learning Computer Science

intermediate

MIT OCW

free course

Introduction to Deep Learning

Alexander Amini

This is MIT’s introductory course on deep learning methods with applications to computer vision, natural language...

Machine Learning Visualization Engineering

intermediate

MIT OCW

free course

Mathematics of Big Data and Machine Learning

Dr. Jeremy Kepner

This course introduces the Dynamic Distributed Dimensional Data Model (D4M), a breakthrough in computer programming...

Engineering Data Science Digital Business & IT

intermediate

MIT OCW

free course

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...

Electrical Engineering Computer Science Machine Learning

intermediate

MIT OCW

free course

AI 101

Brandon Leshchinskiy

Machine vision. Data wrangling. Reinforcement learning. What do these terms even mean?...

Engineering Machine Learning AI

intermediate

MIT OCW

free course

Deep Learning

Prof. Phillip Isola

This course covers the fundamentals of deep learning, including both theory and applications. Topics include neural...

Data Science, Analytics & Computer Technology Machine Learning Visualization

intermediate

MIT OCW

free course

Artificial Intelligence

Patrick Henry Winston

This course introduces students to the basic knowledge representation, problem solving, and learning methods of...

Computer Science Machine Learning Engineering

intermediate

MIT OCW

free course

Machine Learning

Rohit Singh

6.867 is an introductory course on machine learning which gives an overview of many concepts, techniques, and...

Mathematics Cognitive Science Computer Science

advanced

MIT OCW

free course

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...

Imaging Computer Science Public Health

advanced

MIT OCW

free course

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...

Digital Business & IT Finance & Accounting Computer Science

advanced

MIT OCW

free course

Introduction to Probability and Statistics

Dr. Jeremy Orloff

This course provides an elementary introduction to probability and statistics with applications. Topics include...

Mathematics Science & Math

intermediate

MIT OCW

free course

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...

Computer Science Biomedical Technologies Psychology

advanced

MIT OCW

free course

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...

Mathematics Computer Science Machine Learning

advanced

MIT OCW

free course

Machine Vision

Prof. Berthold Horn

This course is an introduction to the process of generating a symbolic description of the environment from an...

Computer Science Machine Learning Visualization

intermediate

MIT OCW

free course

Data Analysis for Social Scientists

Prof. Esther Duflo

This course introduces methods for harnessing data to answer questions of cultural, social, economic, and...

Mathematics Economics Social Sciences

advanced

MIT OCW

free course

Statistical Thinking and Data Analysis

Prof. Cynthia Rudin

This course is an introduction to statistical data analysis. Topics are chosen from applied probability, sampling,...

Mathematics Computer Science Engineering

intermediate

MIT OCW

free course

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 Computer Science Machine Learning

advanced

MIT OCW

free course

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...

Educational Technology Pedagogy and Curriculum Computer Science

intermediate

MIT OCW

free course

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 Machine Learning Computer Science

advanced

MIT OCW

free course

Topics in Multiagent Learning

Prof. Gabriele Farina

While machine learning techniques have had significant success in single-agent settings, an increasingly large body...

AI Machine Learning Computer Science

advanced

MIT OCW

free course

The Battlecode Programming Competition

Maxwell Mann

This course is conducted as an artificial intelligence programming contest in Java. Students work in teams to...

Art, Design & Architecture Game Design Computer Science

intermediate

MIT OCW

free course

Probability and Statistics in Engineering

Prof. Daniele Veneziano

This class covers quantitative analysis of uncertainty and risk for engineering applications. Fundamentals of...

Mathematics Engineering Civil Engineering

advanced

MIT OCW

free course

Mathematical Statistics

Dr. Peter Kempthorne

This course provides students with decision theory, estimation, confidence intervals, and hypothesis testing. It...

Mathematics Economics Social Sciences

advanced

MIT OCW

free course

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...

Philosophy Computer Science Engineering

beginner

MIT OCW

free course

Advanced Natural Language Processing

Prof. Michael Collins

This course is a graduate introduction to natural language processing - the study of human language from a...

Humanities Linguistics Computer Science

advanced

MIT OCW

free course

Medical Artificial Intelligence

Prof. Lucila Ohno-Machado

This course provides an intensive introduction to artificial intelligence and its applications to problems of...

Engineering Biological Engineering Computer Science

advanced

MIT OCW

free course

Robotic Manipulation

Prof. Russell Tedrake

Introduces the fundamental algorithmic approaches for creating robot systems that can autonomously manipulate...

Electrical Engineering Computer Science AI

intermediate

MIT OCW

free course

Introduction to Neural Networks

Prof. Sebastian Seung

This course explores the organization of synaptic connectivity as the basis of neural computation and learning....

Biology Cognitive Science Science & Math

advanced

MIT OCW

free course

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...

Machine Learning Systems Thinking AI

intermediate

MIT OCW

free course

Elliptic Curves

Andrew V. Sutherland

This course offers a computationally focused introduction to elliptic curves, emphasizing their deep connections to...

Mathematics Engineering Computer Science

intermediate

MIT OCW

free course

Computing and Data Analysis for Environmental Applications

Prof. Dennis McLaughlin

This subject is a computer-oriented introduction to probability and data analysis. It is designed to give students...

Mathematics Environmental Engineering Computer Science

intermediate

MIT OCW

free course

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,...

Mathematics Computer Science Machine Learning

advanced

MIT OCW

free course

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.

Philosophy Computer Science Cognitive Science

intermediate

MIT OCW

free course

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...

Machine Learning Data Science Engineering

advanced

MIT OCW

free course

Clinical Data Learning, Visualization, and Deployments

Marzyeh Ghassemi

HST.953 is a course about the practical considerations for operationalizing machine learning in healthcare settings....

Data Science, Analytics & Computer Technology AI Machine Learning

advanced

MIT OCW

free course

Numerical Methods Applied to Chemical Engineering

Prof. William Green

Numerical methods for solving problems arising in heat and mass transfer, fluid mechanics, chemical reaction...

Data Science Systems Engineering Mathematics

advanced

MIT OCW

free course

Machine Learning for Inverse Graphics

Prof. Vincent Sitzmann

This course covers fundamental and advanced techniques in this field at the intersection of computer vision,...

Machine Learning Visualization Engineering

advanced

COU

Coursera

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Artificial Intelligence in Bioinformatics

This course provides a comprehensive introduction to the application of artificial intelligence in bioinformatics,...

MS Learn

free tutorial

Understand AI agents and prompting

Learn about what AI Agents are and when to use them in every day tasks. Understand how to optimize your prompt to...

Microsoft 365 Copilot

beginner

COU

Coursera

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AI & Digital Transformation in Clinical Practice

Artificial intelligence is transforming healthcare, but successful adoption requires more than understanding the...

COU

Coursera

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BiteSize Stats: Data and Descriptive Statistics

BiteSize Statistics for Absolute Beginners: Data and Descriptive Statistics is the first course in the BiteSize...

MS Learn

free tutorial

Develop marketing skills with AI agents

Learn how AI agents in Microsoft 365 Copilot can enhance marketing tasks, streamline workflows, and improve...

M365 Microsoft 365 Copilot Microsoft 365 Copilot Chat

beginner

COU

Coursera

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Big Data: Demystifying the Big Idea

By the end of this course, you'll be able to define what makes data "big," distinguish Big Data from a traditional...

MS Learn

free tutorial

Scale responsible AI governance with Azure AI Content Safety and Microsoft Foundry

Scale responsible AI governance to enterprise multi-agent systems using Azure AI Content Safety and Microsoft...

Azure Microsoft Foundry

advanced

MS Learn

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Craft a compelling product pitch using AI

Learn to create a compelling product pitch using AI tools like Microsoft Copilot, leveraging Product-Led Growth...

Microsoft 365 Copilot M365

beginner

COU

Coursera

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Vision AI and Advanced OpenAI

Once you can build with text, the next step is multimodal AI and enterprise-scale capabilities. This course advances...

MS Learn

free tutorial

Implement advanced RAG pipelines with Azure AI Search and Microsoft Foundry

Implement advanced retrieval-augmented generation (RAG) pipelines for production AI agents using Azure AI Search and...

Azure Microsoft Foundry Azure Cognitive Search

advanced

COU

Coursera

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Assessing neural network robustness: ISO/IEC 24029-1:2021

AI systems are increasingly used in contexts where reliability, safety, fairness, privacy and trust matter. In this...

COU

Coursera

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Amazon Sagemakaer Essesntials

The **Amazon SageMaker Essentials** course is designed to help you build a strong foundation in Amazon SageMaker and...

beginner

COU

Coursera

audit free course

Deploying Your AI Agile Toolkit

This hands-on course demonstrates how scrum masters and teams can harness everyday AI tools to automate repetitive...

MS Learn

free tutorial

Introduction to AI agent orchestration patterns

Learn about the fundamental orchestration patterns for multi-agent architectures.

Azure

beginner

MS Learn

free tutorial

Get started with Claude in Microsoft Foundry

Anthropic Claude models and Microsoft Foundry create a powerful combination for developing generative AI...

Microsoft Foundry

intermediate

COU

Coursera

audit free course

The Cyber-Social Learner: Introducing AI for Education

This course examines how artificial intelligence is reshaping literacy, learning, and teaching, and prepares...

MS Learn

free course

AI concepts for developers and technology professionals

Learn core AI concepts and terminology to help you better understand AI workloads and how to plan AI solutions.

Microsoft Foundry

beginner

MS Learn

free course

Get started with AI applications and agents on Azure

Learn how to get started with AI workloads and solutions in Microsoft Foundry.

Microsoft Foundry

beginner

MS Learn

free tutorial

Design advanced prompting strategies for production AI agents

Design advanced prompting strategies for production AI agents in Microsoft Foundry. Implement multiturn reasoning...

Azure Microsoft Foundry

advanced

MS Learn

free tutorial

Introduction to retrieval-augmented generation concepts

Learn how retrieval-augmented generation (RAG) grounds generative AI responses in relevant information.

Microsoft Foundry

beginner

COU

Coursera

audit free course

Foundations of AI Native Data Engineering

This course introduces the foundational shift from traditional data engineering to AI-native data...

COU

Coursera

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Unstructured Data Engineering for AI

This course prepares learners to engineer governed unstructured data pipelines for AI training, semantic search, and...

COU

Coursera

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Reproducible Training Data and ML-Ready Data Pipelines

This course teaches learners to design reproducible, leakage-safe, governance-ready training data pipelines for...

intermediate

COU

Coursera

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Build an AI-Powered Document Summarizer & Q&A System

This course teaches a complete, production-oriented Retrieval-Augmented Generation (RAG) system — document...

intermediate

COU

Coursera

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AI for Freelancers: Win More Clients with Free AI Tools

This course teaches freelancers with zero AI experience how to use AI tools all free across every part of their...

MS Learn

free tutorial

Prevent data exfiltration from Azure AI Workloads

Overview of how to prevent data exfiltration for AI workloads running on Microsoft Azure.

Azure

beginner

COU

Coursera

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Practical AI Foundations

Practical AI Foundations introduces learners to the practical use of artificial intelligence in everyday work,...

COU

Coursera

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Practical Prompt Engineering with AI

Practical Prompt Engineering with AI teaches learners how to communicate effectively with generative AI to produce...

MS Learn

free course

Developing in agentic AI systems part 2 of 2

This is part two of two part learning series to support our new certification, Developing in Agentic AI Systems. In...

Github

beginner

COU

Coursera

audit free course

AI Safety Fundamentals: Protecting Users and Organizations

Protect your organization from AI-related legal liability and regulatory penalties with this essential employee...

MS Learn

free tutorial

Guide AI workload operations with an AI Center of Excellence

How comprehensive operations guidance from an AI Center of Excellence can help an organization to effectively...

Azure

beginner

MS Learn

free tutorial

Introduction to AI Landing Zones

Introduction to using Azure landing zones with AI workloads

Azure

beginner

MS Learn

free tutorial

Restrict Azure Machine Learning workspace network traffic

Overview of planning and securing Azure Machine Learning networking

Azure

beginner

MS Learn

free tutorial

Govern AI services with Azure Policy

Learn how to govern AI services using Azure Policy.

Azure

beginner

COU

Coursera

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Launch Your AI Governance Career

In this short course, you will translate the AI governance, ethics, and security work you've built across this...

COU

Coursera

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Responsible AI Ethics and Data Practice

This course focuses on the ethical and data governance dimensions of AI deployment. You’ll apply Microsoft’s six...

MS Learn

free tutorial

Introduction to Azure Machine Learning monitoring

Get an introduction to what you need to know about monitoring Azure Machine Learning deployments.

Azure

beginner

MS Learn

free tutorial

Introduction to Azure Machine Learning authentication and authorization

Learn how to configure and manage Azure Machine Learning authentication and authorization.

Azure Machine Learning

beginner

COU

Coursera

audit free course

Python Data Science Mistakes to Avoid

Most Python courses teach you how to write code that works once. This one focuses on something just as valuable but...

MS Learn

free course

Manage and secure Microsoft 365 AI services

Roll out, secure, and monitor Microsoft 365 Copilot and agents for an AI-native company—enable Copilot safely,...

M365 Entra Id Agent 365

intermediate

MS Learn

free course

Introduction to AI Skills for nonprofits

Learn how to boost productivity with AI by understanding how Microsoft Copilot works and how to craft effective...

Foundry Tools M365 Apps Ms Copilot

beginner

COU

Coursera

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Building and Scaling ML Pipelines

This course provides an intermediate-level exploration of MLOps, focusing on how machine learning systems are...

advanced

COU

Coursera

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Transfer Learning Foundations for AI Models

Transfer learning has transformed modern artificial intelligence by making it possible to build powerful AI...

COU

Coursera

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Fine-Tuning Techniques for AI Models

Pretrained AI models provide an excellent starting point, but real-world AI applications often require them to be...

COU

Coursera

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Generative AI Essentials for Business Professionals

This course takes you from curiosity about generative AI to building working automations, introducing practical...

COU

Coursera

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Data Analysis and Business Applications

Unlock powerful data analysis capabilities and apply Microsoft 365 Copilot to high-impact business deliverables....

COU

Coursera

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Advanced Techniques and Interpretability in LLMs

Delve into advanced transformer techniques, including generative AI, fine-tuning, interpretability, and the critical...

COU

Coursera

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Transformers for Vision AI, Multimodal & Generative AI

Discover how transformer architectures are revolutionizing computer vision and multimodal AI, and explore the latest...

MS Learn

free course

Discover AI for leaders in manufacturing

In this learning path, manufacturing business leaders will find all the knowledge and resources to adopt AI in their...

Industry Solutions Azure Openai

beginner

MS Learn

free tutorial

Secure AI agents and workloads on Windows

Explore how to secure AI agents and AI-powered workloads on Windows. Learn how identity, governance, policy...

Windows 11

beginner

MS Learn

free tutorial

Monitor and optimize Microsoft 365 AI services

Monitor Copilot and agent usage, adoption, and cost across Microsoft 365 AI services, and use Microsoft 365 Service...

M365 M365 Admin Center

intermediate

MS Learn

free tutorial

License Microsoft 365 and AI services at scale

Manage Microsoft 365 and AI-service licenses at scale using direct, group-based, and pay-as-you-go assignment,...

M365 M365 Admin Center Entra Id

intermediate

MS Learn

free course

Explore the business value of generative AI solutions

Discover how generative AI can transform your business processes and drive innovation.

Microsoft 365 Copilot Ms Copilot Microsoft Foundry

beginner

MS Learn

free tutorial

Know where to leverage AI in your classroom

Classroom teachers, instructional coaches, and administrators learn to use AI in their roles supporting students,...

M365 Education

beginner

COU

Coursera

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AI Automation and Agentic AI with n8n + ChatGPT + Gen AI

This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you...

COU

Coursera

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Exploiting and Securing AI/MCP Systems

A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge...

advanced

COU

Coursera

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Ethical AI Design & Implementation

This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you...

COU

Coursera

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Generative AI Fundamentals for Beginners

This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you...

COU

Coursera

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AI Ethics, Governance, and Risk - The Complete Guide

This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you...

COU

Coursera

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Generative AI for Business Leaders & Executives

This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you...

COU

Coursera

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Claude for Professional Productivity and Task Automation

This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you...

COU

Coursera

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AI Governance and Privacy Professional Certification (AIGP)

This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you...

COU

Coursera

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Databricks Certified Data Analyst Associate Exam Prep

This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you...

intermediate

COU

Coursera

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AI Foundations and Secure AI Fundamentals

This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you...

COU

Coursera

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Build AI Chatbots with React and AI APIs

This course teaches you how to build a fully functional AI chatbot application with React and Generative AI APIs....

MS Learn

free tutorial

Understand features of Copilot Studio agents

Learn how Microsoft Copilot Studio enables organizations to build, deploy, and manage intelligent agents. Explore...

Microsoft Copilot Studio

beginner

MS Learn

free tutorial

Introduction to generative AI and agents

Ever wondered how AI can create content, answer questions, and assist with tasks? This module introduces you to the...

Microsoft Foundry

beginner

MS Learn

free course

Explore role-based AI agent skills for business users

Explore how role-based AI agents in Microsoft 365 Copilot can help business professionals work faster by supporting...

M365 Microsoft 365 Copilot Microsoft 365 Copilot Chat

beginner

MS Learn

free course

Drive business value with AI solutions

Discover how Copilot and Azure AI can transform work across your organization.

Microsoft 365 Copilot Ms Copilot Microsoft Foundry

beginner

MS Learn

free tutorial

Plan an AI agent solution

Plan a complete AI agent solution on Microsoft's agent platform — from defining outcomes and success metrics to...

Microsoft Copilot Studio

intermediate

MS Learn

free course

Discover AI for leaders in sustainability

In this learning path, sustainability business leaders will find all the knowledge and resources to adopt AI in...

Industry Solutions Azure Openai

beginner

MS Learn

free course

Discover AI for leaders in finance

In this learning path, FSI business leaders will find all the knowledge and resources to adopt AI in their...

Industry Solutions Azure Openai

beginner

MS Learn

free course

Discover AI for leaders in healthcare

In this learning path, healthcare business leaders will find the knowledge and resources to adopt AI in their...

Industry Solutions Azure Openai

beginner

MS Learn

free course

Discover AI for leaders in nonprofit

Azure Openai Fabric Industry Solutions

beginner

MS Learn

free course

Transform your business with AI

In this learning path, business leaders will find the knowledge and resources to adopt AI in their organizations. It...

Azure Openai

beginner

MS Learn

free course

Discover AI for leaders in retail

In this learning path, retail business leaders find all the knowledge and resources to adopt AI in their...

Industry Solutions Azure Openai

beginner

MS Learn

free course

Design a dream destination with AI

Use Microsoft Copilot generative AI capabilities to ideate, research, and generate content. Use tips and techniques...

Ms Copilot

beginner

MS Learn

free tutorial

Explore AI governance for AI ready infrastructure

Learn how to govern AI workloads using Microsoft Foundry by enforcing policies, managing costs, ensuring compliance,...

Azure Microsoft Foundry

intermediate

COU

Coursera

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Introduction to UGC & Short-Form Video Production with AI

By the end of this course, you'll be able to plan, prompt, generate, and deliver professional AI-powered UGC and...

COU

Coursera

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AI in Manufacturing: Predictive Maintenance and Alerts

This hands-on, project-based course teaches you how to predict machine failures before they happen by combining...