Data Science & AI

5,082 resources — showing top 120

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
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
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
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
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
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
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
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
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
COU
Coursera
audit free course
AI in Practice: Challenges & Impact Assessment
Welcome to our MOOC on the legal and ethical goundations of AI in the real world, high-impacts sectors. This course...
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...
MS Learn
free tutorial
Prepare an enterprise governance strategy for AI agents
In this module, you'll explore how AI agents change enterprise security and management requirements, and learn how...
Windows 11
beginner
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 Github Copilot Microsoft 365 Copilot
beginner
MS Learn
free course
AI for Job Coaches in Supported Employment
Use AI to draft coaching materials without giving up professional judgment, employee choice, or privacy. Written for...
M365
beginner
MS Learn
free tutorial
Use a Microsoft AI Code model for AI-assisted coding
Learn how Microsoft AI Code models support AI-assisted software development and how to use an MAI-Code model in coding tools.
Foundry Models
beginner
COU
Coursera
audit free course
AI Business Cases and ROI Models
Most AI initiatives are approved or rejected on the strength of a single document, and most of those documents fail...
COU
Coursera
audit free course
Design AI Transformation Roadmaps
Convert prioritized opportunities and an honest readiness picture into a phased, fundable plan. You learn to...
COU
Coursera
audit free course
Identify and Prioritize AI Opportunities
Turn the open question "where should we use AI?" into a defensible, prioritized AI opportunity portfolio. You learn...
COU
Coursera
audit free course
The AI Transformation Advisor
Step into the AI transformation advisor's role and learn what makes advising on AI different from general consulting...
COU
Coursera
audit free course
Statistics for Civic Life III: Probability & Chance
In this course, you will build a foundation in probability and random variables and learn how these ideas are used...
MS Learn
free tutorial
Gain visibility into AI workloads with Windows Task Manager
In this module, you'll explore how Windows Task Manager provides visibility into AI workloads running on supported...
Windows 11
beginner
MS Learn
free tutorial
Frontier Firms: Scale AI responsibly and build trust
In this module, you'll learn how to evaluate and govern agentic AI deployments using a risk-based approach. Apply...
Windows 11
beginner
COU
Coursera
audit free course
Advanced Computer Vision with OpenCV for Smart Factories
The course “Advanced Computer Vision with OpenCV for Smart Factories” provides an in-depth exploration of advanced...
MS Learn
free tutorial
Empower educators to explore the potential of artificial intelligence
Educators learn to use AI, generative AI, and Microsoft tools to personalize learning, automate tasks, and provide...
Microsoft Edge Office Powerpoint Ms Copilot
beginner
MS Learn
free tutorial
Supported employment values as the foundation for AI use
Learn how AI can support job coaching by upholding dignity, self-determination, and workplace inclusion for...
Azure
beginner
MS Learn
free tutorial
AI basics for job coaches
Discover how job coaches can use AI to draft, organize, and refine workplace materials while ensuring accuracy,...
Azure
beginner
MS Learn
free tutorial
Using AI to develop coaching materials
Learn how AI can help job coaches organize, format, and simplify verified content while ensuring human-led discovery...
Azure
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, add or...
Microsoft Copilot Studio
intermediate
MS Learn
free tutorial
Ground and extend agents with knowledge, tools, and skills
Configure models and moderation, ground agents in approved information, connect external services, and create...
Microsoft Copilot Studio
intermediate
MS Learn
free tutorial
Analyze list data using data analysis mode in Business Central
Learn how to analyze list data by using data analysis mode in Dynamics 365 Business Central.
Dynamics 365 Dynamics Business Central
intermediate
COU
Coursera
audit free course
Trupeer MCP: From Knowledge Base to AI-Powered Workflows
Connect a Trupeer knowledge base to AI assistants and turn documented processes into workflows. You’ll learn how MCP...
intermediate
COU
Coursera
audit free course
AI Fluency for Builders
At Anthropic, we believe that empowering people with AI, and ensuring that AI makes safe contributions to society,...
COU
Coursera
audit free course
AI Fluency for pK-12 Train the Trainer
This course is the result of a partnership between Anthropic and the American Federation of Teachers (AFT), built by...
COU
Coursera
audit free course
Claude AI for Work: Productivity, Writing & Automation
The future of work is not just about using AI tools but knowing how to apply them to solve real workplace...
MS Learn
free course
AI for people with intellectual and developmental disabilities
Learn what AI is and how to use Microsoft Copilot to write messages, plan your day, and stay safe online, while you...
M365
beginner
COU
Coursera
audit free course
Evaluating and Scaling LLMs
Moving a large language model (LLM) application from prototype to production requires measurable quality, the right...
COU
Coursera
audit free course
Deploy Your First Agent
Take your agents from localhost to production. This course teaches you to deploy ADK agents to Vertex AI Agent...
intermediate
COU
Coursera
audit free course
Build and Deploy Agents in Production
Explore the architecture and deployment of multi-agent systems using Google’s Agent Development Kit (ADK) and Google...
intermediate
COU
Coursera
audit free course
Manage Agent Memory and State
You've built basic LLM agents that respond to queries—now let's make them stateful. Use session state to build...
intermediate
COU
Coursera
audit free course
Add Agent Capabilities With Tools
You’ve built agents with advanced configuration—now give them real-world capabilities. Equip agents with tools that...
intermediate
COU
Coursera
audit free course
Optimize Agent Behavior
You’ve built your first agent—now it’s time to take it further. In this course, you’ll advance your skills by...
intermediate
MS Learn
free tutorial
Use AI to plan your day
Learn how to use AI to create schedules, prioritize tasks, and manage your day effectively with personalized plans...
Office Office Add Ins Power Platform
beginner
MS Learn
free tutorial
What is Artificial Intelligence (AI)?
Learn what artificial intelligence is, how it works, and how tools like Microsoft Copilot can help with everyday...
Power Platform Ai Builder Azure
beginner
MS Learn
free tutorial
How AI can help with work and school
Discover how AI tools like Microsoft Copilot can help you organize tasks, create checklists, and write messages for...
Office Exchange Office Exchange Online Office Sp
beginner
MS Learn
free tutorial
Use AI safely
Learn how to use AI safely by protecting private information, identifying scams, and verifying AI responses before...
Power Platform Ai Builder Azure
beginner
MS Learn
free tutorial
Use AI to communicate
Learn how to use AI tools like Microsoft Copilot to create clear, concise, and professional messages for work,...
Ai Builder Azure Openai Power Platform
beginner
MS Learn
free tutorial
Choose how to use AI
Learn how to decide when to use AI, combine it with other supports, and stay in control of your choices to achieve...
Power Platform Power Apps Azure
beginner
COU
Coursera
audit free course
AI for Cybersecurity: Threat Detection & Incident Response
AI is rapidly reshaping how security teams detect threats, investigate incidents, and run modern Security Operations...
COU
Coursera
audit free course
AI-Powered Deepfake Detection: Image, Video & Audio
This course provides a comprehensive, enterprise-focused introduction to deepfake detection, digital content...
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
audit free course
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
audit free course
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
AI agents and creator tools for Operations professionals
Welcome to the “AI agents and creator tools for HR professionals” — the final step in your AI learning journey. This...
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
audit free course
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
audit free course
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
audit free course
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...
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
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
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
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
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 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