Data Science & AI

4,918 resources — showing top 120

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
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
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 course
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 course
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 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 text only
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 text only
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 text only
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 text only
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 text only
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 text only
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
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Probability and Random Variables
Prof. Scott Sheffield
This course introduces students to probability and random variables. Topics include distribution functions,...
Mathematics Science & Math
intermediate
MIT OCW
free course text only
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 course text only
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 course text only
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 course text only
Models, Data and Inference for Socio-Technical Systems
Prof. Daniel Frey
In this class, students use data and systems knowledge to build models of complex socio-technical systems for...
Computer Science Data Science Data Science, Analytics & Computer Technology
advanced
MIT OCW
free course text only
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 course text only
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
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 text only
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 text only
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
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
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 text only
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 text only
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 text only
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
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
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 course
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 course text only
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 course
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 course text only
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
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
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
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
Transform business workflows with generative AI
This learning path enables students to use Microsoft Copilot and generative AI to simplify tasks, boost...
M365 Office 365 Office Excel
beginner
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
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,...
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
audit free course
Artificial Intelligence for Business
Artificial intelligence, machine learning, deep learning, and neural networks are transforming how businesses...
COU
Coursera
audit free course
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
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...
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...
advanced
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...
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
COU
Coursera
audit free course
Gen AI Dev- Optimize Application Performance
This module focuses on optimizing the performance of generative AI applications through systematic approaches to...
COU
Coursera
audit free course
Create Clear AI Use Disclosures
This Short Course was created to help Legal professionals draft, adapt, and evaluate AI Use Disclosures that are...
COU
Coursera
audit free course
Audit Your AI Decisions
What if your biggest productivity risk isn't using AI too little — it's using it wrong? This Short Course was...
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
COU
Coursera
audit free course
Gen AI Dev- Foundation Model API Integrations
Foundation model (FM) API integrations form the backbone of modern generative AI applications on AWS. When you...
COU
Coursera
audit free course
Gen AI Dev- Implementing Cost Opt. & Resource Eff Strategies
Welcome to the fourth part of this learning plan centered around operational excellence for generative AI...
COU
Coursera
audit free course
Gen AI Dev- Implement Monitoring Systems
This module focuses on implementing comprehensive monitoring systems specifically designed for generative AI...
COU
Coursera
audit free course
Lab - Develop RAG Apps with Amazon Bedrock Knowledge Bases
In this lab, you build a question-answering application using the AnyCompany knowledge base and Amazon Bedrock's...
advanced
COU
Coursera
audit free course
Gen AI Dev- Safe User Interactions with Gen AI Applications
Welcome to the third part of this learning plan centered around the role and responsibilities of a generative AI...
COU
Coursera
audit free course
Gen AI Dev- Implement Data Security and Privacy Controls
In this module, you will learn how to do the following:Describe defense-in-depth for AI strategy and the seven layer...
COU
Coursera
audit free course
RAG and Tool Calling with DeepSeek
RAG and tool-enabled AI applications are built to do more than generate free-form responses. In this hands-on...
advanced
COU
Coursera
audit free course
Developing AI Agents with DeepSeek
AI applications are evolving beyond traditional chatbots into systems that can reason, use tools, manage state, and...
COU
Coursera
audit free course
Azure AI Foundations & Solution Planning
Establish the architectural foundation for enterprise Azure AI solution design. This course maps the full Azure AI...
COU
Coursera
audit free course
AI Platform Delivery & Lifecycle
Delivering enterprise AI solutions at scale requires more than strong architecture. It demands effective platform...
COU
Coursera
audit free course
Launch Your Agentic AI Business Solutions Architect Career
You've built the technical skills—now it's time to present them with confidence. This course helps you translate...
COU
Coursera
audit free course
Launch Your Hybrid Cloud AI Career
Technical expertise alone won't land your next role—you need to communicate your skills clearly and confidently to...
COU
Coursera
audit free course
Gen AI Dev - Design Retrieval Mechanisms for FM Augmentation
As organizations increasingly deploy retrieval-augmented generation (RAG) systems to unlock the value of their...
COU
Coursera
audit free course
Coding with AI For Dummies
Learn how to use AI tools to speed up development. Covers coding, testing, debugging, refactoring, and...
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
COU
Coursera
audit free course
Analyzing and Interpreting Quantitative Data
This course introduces quantitative data analysis, linking it to the scientific method and research design. You'll...
intermediate
COU
Coursera
audit free course
The Art of ChatGPT Interactions
Want to use ChatGPT but need some expert help? This course is designed to help you build the skills and confidence...
COU
Coursera
audit free course
Using Large Datasets for Research
This course teaches the essentials of big data, from understanding its principles to accessing and using large...
intermediate
COU
Coursera
audit free course
Gather Your Data Online
We go online to communicate, participate in classes and meetings, and find sources in the library. How can we use...
beginner
COU
Coursera
audit free course
Leveraging Gen AI for Academic Excellence
This course provides clear guidance on utilizing Gen AI tools to support and enhance your academic performance. It...
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
COU
Coursera
audit free course
Generative AI in Practice Part 1
Welcome to IE 5250 Generative AI in Practice! This course provides an engaging exploration into the transformative...
COU
Coursera
audit free course
Generative AI in Practice Part 2
Welcome to Generative AI in Practice! This course provides an engaging exploration into the transformative world of...
MS Learn
free course
Work smarter with AI
Get more done and unleash your creativity with Microsoft Copilot.
Ms Copilot
beginner
COU
Coursera
audit free course
विचार-विमर्श करने और योजना बनाने के लिए एआई
क्या आपको कोई नया प्रोजेक्ट शुरू करना है? इस कोर्स में, आपको अपने रफ़ आइडिया को हकीकत में बदलना सिखाया जाएगा। साथ...
intermediate
COU
Coursera
audit free course
एआई के बुनियादी सिद्धांत
एआई के बारे में काफ़ी बातें हो गईं, क्या अब आपको इसके असली फ़ायदे देखने हैं? इस कोर्स में, एआई के साथ काम करने से...
beginner
COU
Coursera
audit free course
Strategic Decision-Making with Generative AI
Some of the highest-stakes decisions a manager makes involve incomplete information, competing priorities, and real...
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
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
What is generative AI?
Learn about Generative AI - a technology that uses machine learning models to generate new content, ideas, or...
Microsoft 365 Copilot
beginner
COU
Coursera
audit free course
AI Slop: Fixing the Productivity Paradox at Work
Generative AI promised to make work faster, but for many teams it's making work heavier instead. This course,...
COU
Coursera
audit free course
Technology Leadership in the Age of AI Capstone
This is the capstone course for the Technology Leadership in the Age of AI specialization. By the end of this...
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
MS Learn
free tutorial
Add an AI model to process invoice forms - Online workshop
Learn how to add an AI model to process invoice forms.
Power Platform Power Apps
beginner
COU
Coursera
audit free course
Launch Your AI Governance Career
In this short course, you will translate the AI governance, ethics, and security work you've built across this...
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
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
MS Learn
free tutorial
Design a machine learning operations solution (MLOps)
Choose this module if you want to design an MLOps architecture for monitoring and retraining production models.
Azure Machine Learning
beginner
MS Learn
free tutorial
Perform hyperparameter tuning with Azure Machine Learning
Choose this module if you want to optimize model training by tuning hyperparameters with sweep jobs in Azure Machine...
Azure Machine Learning
beginner
MS Learn
free tutorial
Automate model training with GitHub Actions
Choose this module if you want to automate and validate model training with GitHub Actions and Azure Machine...
Azure Machine Learning Github
beginner
MS Learn
free tutorial
Get started with machine learning in Azure
Choose this module if you want to design a machine learning training solution and select Azure Machine Learning...
Azure Machine Learning
beginner
MS Learn
free tutorial
Deploy and monitor a model in Azure Machine Learning
Choose this module if you want to register, deploy, monitor, and roll back models by using GitHub Actions and...
Azure Machine Learning Github
intermediate
MS Learn
free tutorial
Run training scripts and track models with MLflow in Azure Machine Learning
Choose this module if you want to convert notebooks to training scripts, run command jobs, and track models with MLflow.
Azure Machine Learning
beginner
MS Learn
free tutorial
Run pipelines in Azure Machine Learning
Choose this module if you want to automate multistep machine learning workflows with reusable components and Azure...
Azure Machine Learning
beginner
COU
Coursera
audit free course
From Social Science to Data Science
Explore how Python can be used to enhance social science research, from programming basics to advanced data...
MS Learn
free tutorial
Frontier Firms: Bring AI into everyday work with Windows 11
In this module, you'll explore how Windows 11 integrates AI experiences into familiar workflows, helping users...
Windows 11
intermediate
MS Learn
free tutorial
Run sidecar-enabled AI applications on Azure App Service
Learn how to choose, configure, connect, and troubleshoot sidecar containers for AI applications on Azure App Service.
Azure App Service Azure Container Registry
intermediate
MS Learn
free tutorial
Get started with data science in Microsoft Fabric
Get started with data science in Microsoft Fabric by learning how to train a model in a notebook, and track your...
Fabric
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 course
Monitor AI workloads on Azure
Optimize your AI operations with the "Monitor AI Workloads on Azure" learning path. Through targeted modules, you...
Foundry Tools Azure Monitor Azure Log Analytics
intermediate
MS Learn
free tutorial
Frontier Firms: Govern and manage AI experiences with Windows 11
In this module, you'll explore why governance is a critical part of scaling AI adoption and how Windows 11 works...
Windows 11
intermediate