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

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

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

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

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

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

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

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

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

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

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

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

Collaborative Data Science for Healthcare

Leo A. Celi

This course provides an introductory survey of data science tools in healthcare. It was created by members of...

AI Computer Science Data Science

advanced

MIT OCW

free 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

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

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

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

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

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

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

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

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

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

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

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 course

Transform business workflows with generative AI

This learning path enables students to use Microsoft 365 Copilot and generative AI to simplify tasks, boost...

M365 Office 365 Office Excel

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

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

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

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

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

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 tutorial

Build and extend AI agents with Microsoft Foundry

Build and extend an AI agent with grounded knowledge, data analysis, custom functions, and remote Model Context...

Microsoft Foundry Foundry Agent Service

intermediate

MS Learn

free tutorial

Analyze AI identity risks using Microsoft Defender XDR

Discover AI agents in your environment and assess the identity-based risks they present using Microsoft Defender...

Defender Xdr Entra Id Azure

intermediate

MS Learn

free tutorial

Scale how you work by creating AI agents

This module explores how business users with no technical or programming experience can create AI agents in...

Microsoft 365 Copilot Microsoft 365 Copilot Chat

intermediate

MS Learn

free tutorial

Turn information into decisions with AI agents

Learn how to use AI agents including the Researcher, Analyst, and Idea Coach agents in Microsoft Copilot to gather...

Microsoft 365 Copilot

beginner

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

MS Learn

free tutorial

Get started with Copilot in Microsoft Fabric for data engineering

Get Started with Copilot in Microsoft Fabric for data engineering.

Fabric

intermediate

MS Learn

free tutorial

From inbox to impact: Improve your email workflows with AI

Learn how to use Copilot in Microsoft Outlook to triage email, draft personalized responses, schedule meetings from...

M365 Office 365

intermediate

ANT

Anthropic

free docs

Claude Code Docs — Overview

Official documentation for Claude Code, Anthropic's agentic coding tool: setup, CLAUDE.md, hooks, sub-agents, MCP...

Claude Code AI Coding Agents Developer Tools

intermediate

FRE

freeCodeCamp

free article

The Claude Code Handbook: A Professional Introduction to Building with AI-Assisted Development

A practical walkthrough of Claude Code covering MCP server integration (including the Filesystem MCP server) and...

Claude Code AI Coding Agents MCP

intermediate

CLA

Claudelog

free docs

ClaudeLog — Claude Code Docs, Guides, Tutorials & Best Practices

Community-maintained collection of Claude Code guides, best practices, and advanced usage tutorials.

Claude Code AI Coding Agents Best Practices

advanced

GIT

Github

free docs

Claude Code Ultimate Guide (agentic workflows, hooks, skills, MCP servers)

A comprehensive open-source guide covering production templates, custom personas, hooks, skills, and a structured...

Claude Code AI Coding Agents Hooks

advanced

AWS

Aws

free docs

Prompt Engineering Concepts — Amazon Bedrock

Official AWS documentation on prompt engineering guidelines and best practices for foundation models on Amazon Bedrock.

Amazon Bedrock Prompt Engineering AWS

intermediate

AWS

Aws

free course

Prompt Engineering Best Practices for Amazon Bedrock Models

Free AWS Skill Builder course on prompt engineering best practices across foundation models available on Amazon Bedrock.

Amazon Bedrock Prompt Engineering AWS

intermediate

SPA

Spacy

free course

Advanced NLP with spaCy

Ines Montani

The official free interactive spaCy course: 55 exercises covering rule-based matching and machine-learning...

spaCy NLP Python

intermediate

REA

Realpython

free tutorial

Natural Language Processing With spaCy in Python

A free step-by-step Real Python tutorial covering spaCy fundamentals for natural language processing in Python.

spaCy NLP Python

beginner

KHA

Khan Academy

free course

Statistics (TX TEKS)

Build statistics skills aligned to TEKS standards: analyze data, interpret probability, model trends, and make...

Mathematics

beginner

KHA

Khan Academy

free course

AI for education

Khan Academy believes that AI and Large Language Models hold the potential to transform education. By providing...

College & Career

KHA

Khan Academy

free course

Statistics and probability

Learn statistics and probability—everything you'd want to know about descriptive and inferential statistics.

Mathematics

beginner

KHA

Khan Academy

free course

Statistics essentials

Learn high school statistics—scatterplots, two-way tables, normal distributions, binomial probability, and more.

Mathematics

beginner

KHA

Khan Academy

free course

Senior High School Statistics & Probability (MELCS)*

Mathematics

beginner

KHA

Khan Academy

free course

Get ready for AP® Statistics

Mathematics

beginner

KHA

Khan Academy

free course

AP®︎/College Statistics

Learn a powerful collection of methods for working with data! AP®️ Statistics is all about collecting, displaying,...

Mathematics

beginner

OpenStax

free book

Introductory Business Statistics 2e

Business Math

OpenStax

free book

Introductory Statistics 2e

Math

OpenStax

free book

Principles of Data Science

Computer Science Business Math

OpenStax

free book

Statistics

Math

WIK

Wikibooks

free book

AI-Assisted Game Creation for Beginners

beginner

WIK

Wikibooks

free book

AI Art Application and Improvements Handbook

WIK

Wikibooks

free book

AI Art Generation Handbook

WIK

Wikibooks

free book

AI For Beginners

WIK

Wikibooks

free book

Accelerando Technical Companion

advanced

WIK

Wikibooks

free book

Ad Hoc Data Analysis From The Unix Command Line

WIK

Wikibooks

free book

Art And AI

WIK

Wikibooks

free book

Artificial Intelligence

WIK

Wikibooks

free book

Artificial Intelligence for Computational Sustainability: A Lab Companion

WIK

Wikibooks

free book

Artificial Neural Networks

WIK

Wikibooks

free book

Bioinformatics

intermediate

WIK

Wikibooks

free book

Biostatistics with R

WIK

Wikibooks

free book

Data Analysis in Astronomy

WIK

Wikibooks

free book

Data Analytics 101: The Ultimate Beginner’s Guide to Mastering Data

WIK

Wikibooks

free book

Data Science: An Introduction

WIK

Wikibooks

free book

Expert Systems

intermediate

WIK

Wikibooks

free book

From Data to Insight

intermediate

WIK

Wikibooks

free book

GLPK

intermediate

WIK

Wikibooks

free book

Handbook of Descriptive Statistics

WIK

Wikibooks

free book

High School Probability and Statistics

WIK

Wikibooks

free book

Image Restoration

advanced