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...

AI Business & Management 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 Computer Science Data Science, Analytics & Computer Technology

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...

AI Algorithms and Data Structures Computer Science

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...

Business & Management Computer Science Data 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...

AI Computer Science Data Science, Analytics & Computer Technology

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 Computer Science Data Science, Analytics & Computer Technology

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...

AI Computer Science Data Science, Analytics & Computer Technology

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...

AI Computer Science Data Science, Analytics & Computer Technology

intermediate

MIT OCW

free course

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 course

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 course

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 course

Data Analysis for Social Scientists

Prof. Esther Duflo

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

Economics Mathematics Science & Math

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...

AI Computer Science Data Science, Analytics & Computer Technology

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...

AI Business & Management 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

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 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,...

Computer Science Data Science Data Science, Analytics & Computer Technology

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...

AI Biology Biomedical Technologies

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...

AI Computer Science Data Science, Analytics & Computer Technology

intermediate

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...

AI Computer Science Data Science, Analytics & Computer Technology

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 AI Computer Science

advanced

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 Computer Science Data Science, Analytics & Computer Technology

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 Computer Science Data Science, Analytics & Computer Technology

advanced

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...

Civil Engineering Engineering Mathematics

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...

AI Art, Design & Architecture Computer 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...

AI Business & Management 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...

AI Biological Engineering Biomedical Technologies

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...

Chemical Engineering Computer Science Data Science

advanced

MIT OCW

free course

Mathematical Statistics

Dr. Peter Kempthorne

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

Economics Mathematics Science & Math

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.

AI Cognitive Science Computer Science

intermediate

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...

AI Cognitive Science Computer Science

advanced

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...

Computer Science Data Science Data Science, Analytics & Computer Technology

intermediate

MIT OCW

free course

Topics in Mathematics of Data Science

Dr. Afonso Bandeira

This is a mostly self-contained research-oriented course designed for undergraduate students (but also extremely...

Computer Science Data Science Data Science, Analytics & Computer Technology

intermediate

MIT OCW

free course

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 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....

AI Computer Science Data Science, Analytics & Computer Technology

advanced

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

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 course

Statistics for Applications

Prof. Philippe Rigollet

This course offers an in-depth the theoretical foundations for statistical methods that are useful in many...

Mathematics Science & Math

intermediate

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...

AI Algorithms and Data Structures Business & Management

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...

Computer Science Data Science, Analytics & Computer Technology Engineering

intermediate

MS Learn

free tutorial

Get ready for AI in education with Microsoft

Equip your institution for AI with secure data management, AI readiness, and empowering educators for personalized learning.

M365 Education Ms Copilot

beginner

MS Learn

free tutorial

Embark on your AI journey with free AI tools from Microsoft Education

This module is designed to introduce educators to the powerful AI tools that Microsoft offers to educators and...

Microsoft Edge Office Teams Minecraft

beginner

MS Learn

free course

Delegate work with AI

This learning path shows you how to delegate multistep work to Copilot Cowork, apply it to your everyday workflows,...

Microsoft 365 Copilot M365 M365 Apps

beginner

MS Learn

free tutorial

Prepare to use generative AI at work

Learn how generative AI creates content, how to use AI responsibly, and how Microsoft Copilot modes support...

Microsoft 365 Copilot

beginner

COU

Coursera

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Lakehouse Data Pipelines with Spark and dbt

Build practical expertise in modern batch data engineering using Apache Spark, PySpark, dbt Core, Apache Airflow,...

intermediate

COU

Coursera

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Vector Embeddings Fundamentals

This course explores the foundations of vectors and embeddings for representing text numerically and building...

intermediate

MS Learn

free tutorial

Explore how Microsoft Copilot Chat works

This module introduces Microsoft Copilot Chat as a secure, AI-powered assistant that boosts productivity by applying...

Ms Copilot

beginner

COU

Coursera

audit free course

Geospatial Data Engineering

This course introduces foundational concepts in geospatial data organization, processing, and management using free...

COU

Coursera

audit free course

Inspiring Deep Learning with Metacognition

This course covers metacognitive theory and practical strategies for secondary educators. It focuses on techniques...

COU

Coursera

audit free course

Course 5: Agent Evaluation & Testing

Course 5: Agent Observability, Evaluation, and Quality...

intermediate

COU

Coursera

audit free course

Course 2: Basic Agentic AI Concepts

Course 2: Basic Agentic AI Concepts ----------------------------------- What you will learn ------------------- ...

COU

Coursera

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Measure AI Value and Scaling Transformation

Boards increasingly demand proof that AI is working, yet few organizations can measure it well. This IBM course...

COU

Coursera

audit free course

AI Operating Models and Organizational Design

Scaling AI is about organizational design as much as technology. This IBM course helps you structure the teams,...

COU

Coursera

audit free course

Scale and Professionalize AI-Built Projects

This course teaches you to take AI-assisted projects from working prototypes to production-ready, team-ready work....

advanced

COU

Coursera

audit free course

Claude AI for Content Creation and Marketing

What if you could turn one idea into articles, social posts, scripts, emails, & campaigns with less effort? This...

COU

Coursera

audit free course

Navigating AI Regulations: EU, NIST, ISO & Frameworks

In this course, you will explore AI regulations with a focus on key frameworks such as EU Acts, NIST, and ISO...

COU

Coursera

audit free course

Jarvis GPT Project

Transform your Raspberry Pi into an AI-powered assistant with this practical course. From hardware setup to...

advanced

COU

Coursera

audit free course

Responsible AI Governance & Ethics Essentials

This course provides an in-depth understanding of AI ethics, governance, and the critical challenges in responsible...

COU

Coursera

audit free course

The Future of Computing - Quantum and AI Essentials

Dive into the revolutionary world of quantum computing and its fusion with AI. Explore quantum mechanics,...

COU

Coursera

audit free course

Claude AI for Product Managers - From Strategy to Execution

This course provides product managers with practical skills to integrate Claude AI into their workflow. Learn to...

COU

Coursera

audit free course

Notion AI - Workflows, Prompts & Smart Templates

Discover how to use Notion AI to streamline workflows and optimize productivity. Master advanced strategies and...

COU

Coursera

audit free course

Data Visualization and Advanced Pandas Techniques

Transform your data analysis with advanced pandas features and compelling visualizations. Learn to present insights...

advanced

COU

Coursera

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Intermediate Data Manipulation and Analysis with Pandas

Advance your data analysis skills by exploring powerful pandas techniques for data extraction, text processing,...

intermediate

COU

Coursera

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Data Science - Supervised Machine Learning in Python

This course covers the core concepts of supervised machine learning using Python. You will learn the most popular...

COU

Coursera

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Master Claude Cowork: Plugins And Automation

Learn how to use Claude Cowork to automate workflows and boost productivity. Explore plugins, sub-agents, and...

COU

Coursera

audit free course

Building a Traffic Volume Predictor

In this code-along, we'll build a neural network to predict traffic volume on a Minnesota highway. Traffic patterns...

intermediate

COU

Coursera

audit free course

Building a Customer Feedback Analyzer

Analyzing customer feedback is key to better business decisions, but handling large text data is challenging. By...

intermediate

MS Learn

free tutorial

Ground and extend agents with knowledge, tools, and skills

Ground agents in approved information, connect them to external services, and add reusable skills in Microsoft...

Microsoft Copilot Studio

intermediate

MS Learn

free tutorial

Monitor and optimize Microsoft 365 AI services

Learn why Microsoft 365 offers several Microsoft Copilot and agent report sources, choose the right one for a given...

M365 M365 Admin Center

intermediate

COU

Coursera

audit free course

Ingeniería de prompts: Claves para interacciones efectivas

Las respuestas que te da una IA generativa como ChatGPT dependen de cómo armás tu prompt: un pedido vago devuelve...

intermediate

MS Learn

free course

Configure AI and the service representative experience

Learn how to configure governed AI assistance, tailor representative workspaces, automate repetitive tasks, and...

Dynamics 365 Dynamics Customer Service Ms Copilot

intermediate

COU

Coursera

audit free course

Foundations of Generative AI for Software Developers

Explore the core concepts, architectures, and foundational tools of Generative AI, and discover how they are...

COU

Coursera

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Advanced Design and Deployment of Generative AI Applications

Advance your skills in designing, fine-tuning, and deploying sophisticated Generative AI applications, from agent...

COU

Coursera

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Advanced Patterns and Big Data with Java Concurrency

Delve into advanced concurrency patterns and big data processing techniques using Java in cloud environments. Learn...

COU

Coursera

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Make Money with Claude: 23 Ways to Earn with AI

Many people know how to use AI, but only a few know how to turn those skills into services and products that clients...

COU

Coursera

audit free course

Claude AI for Research, Learning and Productivity

What if Claude could do more than answer your questions and actually change how you research, learn, and get things...

COU

Coursera

audit free course

Responsible AI Practices in Adobe Express Presentations

Anyone can generate content now, which makes trust the thing that actually sets your work apart. This course teaches...

COU

Coursera

audit free course

Enhance Your Visuals with Generative AI in Adobe Express

A blank page gets a lot less intimidating once you have a partner to bounce ideas off of. This course treats AI that...

MS Learn

free tutorial

License Microsoft 365 and AI services at scale

Assign Microsoft 365 licenses at scale, troubleshoot assignment issues, and distinguish product access, maker...

M365 M365 Admin Center Entra Id

intermediate

MS Learn

free course

Introduction to Microsoft AI models

Learn how Microsoft AI (MAI) models work and how to use them in your applications.

Microsoft Foundry

beginner

MS Learn

free tutorial

Get started with Microsoft AI models in Foundry

Discover, evaluate, and use Microsoft AI models in Microsoft Foundry.

Foundry Models

beginner

COU

Coursera

audit free course

Generative AI in Healthcare: Responsible Decision Making

This course equips you with critical skills to work safely and effectively with generative AI in healthcare. Through...

COU

Coursera

audit free course

Applying AI in Nursing Practice

This course helps nurses integrate AI outputs with patient assessment, clinical context, patient goals, and...

COU

Coursera

audit free course

Evaluating AI in Nursing Practice

This course helps nurses read AI outputs critically, weighing what shaped them, where they're likely to fall short,...

COU

Coursera

audit free course

Re-Ranking, Multi-Task Learning & Generative RecSys

Ranking is not just about accurately scoring candidates. Production recommendation systems must balance competing...

COU

Coursera

audit free course

Productionization, Experimentation & MLOps

Building a recommendation model is only part of the challenge. Keeping it accurate, fast, and reliable in production...

advanced

MS Learn

free course

Manage and secure Microsoft 365 AI services

Roll out, secure, and monitor Microsoft Copilot and agents across a growing tenant—enable Copilot safely, establish...

M365 Entra Id Agent 365

intermediate

MS Learn

free course

Introduction to building AI agents

Explore how AI agents work, tour Microsoft's agent development platform — including Copilot Studio, Microsoft...

Azure Microsoft 365 Copilot Microsoft Copilot Studio

beginner

MS Learn

free course

Build foundational generative AI skills

This course teaches learners the fundamentals of generative AI and responsible AI, then guides them through getting...

Microsoft 365 Copilot Chat

beginner

MS Learn

free course

Enhance business workflows with AI

This learning path enables students to use Microsoft Copilot to draft and refine business content, analyze and...

M365 Office 365 Office Excel

beginner

MS Learn

free tutorial

Orchestrate processes and data movement with Microsoft Fabric

Use Data Factory pipelines in Microsoft Fabric

Fabric

beginner

MS Learn

free course

Operationalize machine learning models (MLOps)

Learn how to design, train, optimize, automate, deploy, and monitor machine learning models with Azure Machine...

Azure Machine Learning Github

intermediate

COU

Coursera

audit free course

Gamma AI Presentations & Sites: Cards & APIs

Unlock Gamma AI to turn prompts, existing files, and flexible cards into polished presentations and live sites....

COU

Coursera

audit free course

AI Transformation in Finance, Insurance, and Healthcare

Uncover advanced AI architectures and strategies transforming financial services, insurance, and healthcare. Learn...

MS Learn

free course

Dragon Copilot AI Ambassador - Ambassador level

Learn how to guide others in using Dragon Copilot effectively and support AI-assisted clinical documentation workflows.

Mscloud Healthcare

intermediate

MS Learn

free course

Dragon Copilot AI Ambassador - Champion level

Learn how to use Dragon Copilot to capture, review, and refine clinical documentation using ambient recording,...

Mscloud Healthcare

beginner

MS Learn

free tutorial

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

MS Learn

free tutorial

Configure AI for case management in Dynamics 365 Customer Service

Learn how to help representatives understand case context, handle incoming email, prepare customer communications,...

Dynamics 365 Dynamics Customer Service Ms Copilot

intermediate

MS Learn

free tutorial

Automate agent tasks with workflows in Microsoft Copilot Studio

Build and connect standalone workflows to agents in Microsoft Copilot Studio. Design input/output contracts,...

Microsoft Copilot Studio

intermediate

MS Learn

free course

Integrate backend services for AI solutions

Learn how to integrate backend services for AI solutions on Azure.

Azure Service Bus Azure Event Grid Azure Functions

intermediate

MS Learn

free tutorial

Orchestrate durable AI workflows with Azure Durable Functions

Learn how to use Azure Durable Functions to coordinate reliable, long-running AI workflows with deterministic...

Azure Functions

intermediate

MS Learn

free course

Manage a Microsoft Fabric environment

Learn how to manage a Microsoft Fabric environment through CI/CD, monitoring, security, and administration.

Fabric

intermediate

COU

Coursera

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Artificial Intelligence for Business

Artificial intelligence, machine learning, deep learning, and neural networks are transforming how businesses...

COU

Coursera

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Advanced Pandas

Most Python users pick up just enough pandas to load a CSV and glance at a few rows, then stop there, leaving most...

advanced

COU

Coursera

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Deploy Your First Agent

Take your agents from localhost to production. This course teaches you to deploy ADK agents to Vertex AI Agent...

intermediate

MS Learn

free tutorial

Understand Microsoft Fabric IQ fundamentals

Learn the fundamentals of Microsoft Fabric IQ, including how ontologies create a shared business vocabulary, the six...

Fabric

beginner

MS Learn

free tutorial

Create an ontology with Fabric IQ

Learn how to create ontologies in Fabric IQ by building manually or generating from Power BI semantic models, then...

Fabric

intermediate

MS Learn

free tutorial

Prepare semantic models for AI in Power BI and Microsoft Fabric

Design gold layers, semantic models, and documentation that enable Copilot, data agents, and enterprise ontologies...

Fabric Power Bi

advanced

MS Learn

free course

Maximize the Cost Efficiency of AI Agents on Azure

Maximize the ROI of AI agent investments by making cost-conscious, informed decisions at every stage. This learning...

Azure Microsoft Foundry Azure Monitor

beginner

MS Learn

free tutorial

Manage and optimize AI agent investments on Azure

Managing and optimizing AI agent investments on Azure is now more streamlined and powerful with the built-in...

Microsoft Foundry Foundry Tools Azure Openai

intermediate

MS Learn

free tutorial

Architect scalable and cost-efficient AI agent solutions on Azure

This module guides learners through designing AI agent architectures that scale with business demand, provide deep...

Microsoft Foundry Foundry Tools Azure Openai

intermediate

MS Learn

free tutorial

Get started using Foundry on Windows: AI Dev Gallery (Preview)

In this module, you'll use AI Dev Gallery (Preview) to explore, run, and demonstrate local AI experiences on a...

Windows 11

beginner

MS Learn

free tutorial

Understand the foundations of generative AI for business leaders

Generative AI is reshaping business operations, enabling organizations to automate tasks, personalize experiences,...

Microsoft 365 Copilot Ms Copilot Microsoft Foundry

beginner

MS Learn

free tutorial

Identify and prioritize high-impact AI agent use cases

Uncover and evaluate AI agent use cases that deliver measurable business value with financial efficiency.

Microsoft Foundry Foundry Tools Azure Openai

intermediate

MS Learn

free tutorial

Understand the key cost drivers of AI agents

Developing and deploying AI agents can unlock transformative capabilities for businesses, but it requires careful...

Microsoft Foundry Foundry Tools Azure Openai

intermediate

MS Learn

free tutorial

Maximize cost efficiency by choosing the right AI agent development approach on Azure

Evaluate when to develop custom AI agents tailored to your needs and when to deploy prebuilt solutions from trusted...

Microsoft Foundry Foundry Tools Azure Openai

intermediate

MS Learn

free tutorial

Forecast the return on investment (ROI) of AI agents

AI agents are rapidly transforming how organizations operate, automating tasks, enhancing decision-making, and...

Microsoft Foundry Foundry Tools Azure Openai

intermediate

MS Learn

free course

Work smarter with AI

Get more done and unleash your creativity with Microsoft Copilot.

Ms Copilot

beginner

MS Learn

free tutorial

Transform service delivery with AI in Dynamics 365

See how AI transforms each stage of the customer service journey.

Dynamics 365 Dynamics Customer Service

beginner

MS Learn

free tutorial

Get started with Microsoft AI models

Explore Microsoft AI models for reasoning, code generation, speech, transcription, and image generation.

Foundry Models

beginner