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...

Business & Management Digital Business & IT Data Science, Analytics & Computer Technology

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...

Data Science, Analytics & Computer Technology AI Machine Learning

advanced

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...

Data Science, Analytics & Computer Technology AI Algorithms and Data Structures

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...

Data Science, Analytics & Computer Technology AI User Experience

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...

Business & Management Finance & Accounting Strategy & Innovation

advanced

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...

Data Science, Analytics & Computer Technology AI Machine Learning

advanced

MIT OCW

free course

Mathematics of Machine Learning

Prof. Philippe Rigollet

Broadly speaking, Machine Learning refers to the automated identification of patterns in data. As such it has been a...

Data Science, Analytics & Computer Technology AI Algorithms and Data Structures

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...

Social Sciences Economics Science & Math

advanced

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...

Data Science, Analytics & Computer Technology AI Machine Learning

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...

Data Science, Analytics & Computer Technology AI Machine Learning

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...

Data Science, Analytics & Computer Technology AI Machine Learning

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...

Science & Math Mathematics Engineering

advanced

MIT OCW

free course

Mathematical Statistics

Dr. Peter Kempthorne

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

Social Sciences Economics Science & Math

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...

Data Science, Analytics & Computer Technology AI Machine Learning

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...

Data Science, Analytics & Computer Technology AI Machine Learning

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....

Science & Math Biology Cognitive Science

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,...

Data Science, Analytics & Computer Technology AI Algorithms and Data Structures

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...

Data Science, Analytics & Computer Technology AI Machine Learning

advanced

MIT OCW

free course

Clinical Data Learning, Visualization, and Deployments

Marzyeh Ghassemi

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

Data Science, Analytics & Computer Technology AI Machine Learning

advanced

MIT OCW

free course

Numerical Methods Applied to Chemical Engineering

Prof. William Green

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

Data Science, Analytics & Computer Technology Computer Science Data Science

advanced

MIT OCW

free course

Machine Learning for Inverse Graphics

Prof. Vincent Sitzmann

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

Data Science, Analytics & Computer Technology AI Machine Learning

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...

Data Science, Analytics & Computer Technology AI Machine Learning

advanced

MIT OCW

free course

High-Dimensional Statistics

Prof. Philippe Rigollet

This course offers an introduction to the finite sample analysis of high- dimensional statistical methods. The goal...

Science & Math Mathematics

advanced

MIT OCW

free course

Techniques in Artificial Intelligence (SMA 5504)

Prof. Tomás Lozano-Pérez

6.825 is a graduate-level introduction to artificial intelligence. Topics covered include: representation and...

Data Science, Analytics & Computer Technology AI Algorithms and Data Structures

advanced

MIT OCW

free course

Statistics and Visualization for Data Analysis and Inference

Prof. Ed Vul

A whirl-wind tour of the statistics used in behavioral science research, covering topics including: data...

Data Science, Analytics & Computer Technology Visualization Computer Science

advanced

MIT OCW

free course

Algorithmic Aspects of Machine Learning

Prof. Ankur Moitra

This course is organized around algorithmic issues that arise in machine learning. Modern machine learning systems...

Data Science, Analytics & Computer Technology Algorithms and Data Structures Computer Science

advanced

MIT OCW

free course

Medical Decision Support

Prof. Lucila Ohno-Machado

This course presents the main concepts of decision analysis, artificial intelligence, and predictive model...

Business & Management Digital Business & IT Data Science, Analytics & Computer Technology

advanced

MIT OCW

free course

Applied Econometrics: Mostly Harmless Big Data

Prof. Joshua Angrist

This course covers empirical strategies for applied micro research questions. Our agenda includes regression and...

Data Science, Analytics & Computer Technology Computer Science Data Science

advanced

MIT OCW

free course

Theory of Probability

Prof. Scott Sheffield

This course covers topics such as sums of independent random variables, central limit phenomena, infinitely...

Science & Math Mathematics

advanced

MIT OCW

free course

Topics in Statistics: Statistical Learning Theory

Prof. Dmitry Panchenko

The main goal of this course is to study the generalization ability of a number of popular machine learning...

Data Science, Analytics & Computer Technology AI Algorithms and Data Structures

advanced

MIT OCW

free course

Identification, Estimation, and Learning

Prof. Harry Asada

This course provides a broad theoretical basis for system identification, estimation, and learning. Students will...

Data Science, Analytics & Computer Technology AI Algorithms and Data Structures

advanced

MIT OCW

free course

Affective Computing

Prof. Rosalind W. Picard

This course instructs students on how to develop technologies that help people measure and communicate emotion, that...

Data Science, Analytics & Computer Technology AI Machine Learning

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...

Data Science, Analytics & Computer Technology AI Machine Learning

advanced

MIT OCW

free course

Knowledge-Based Applications Systems

Prof. Randall Davis

This course covers the development of programs containing a significant amount of knowledge about their application...

Business & Management Digital Business & IT Data Science, Analytics & Computer Technology

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....

Data Science, Analytics & Computer Technology AI Machine Learning

advanced

MIT OCW

free course

Statistical Learning Theory and Applications

Dr. Ryan Rifkin

Focuses on the problem of supervised learning from the perspective of modern statistical learning theory starting...

Data Science, Analytics & Computer Technology AI Algorithms and Data Structures

advanced

MIT OCW

free course

Natural Language and the Computer Representation of Knowledge

Prof. Robert Berwick

6.863 is a laboratory-oriented course on the theory and practice of building computer systems for human language...

Data Science, Analytics & Computer Technology AI Machine Learning

advanced

MIT OCW

free course

Computational Models of Discourse

Prof. Regina Barzilay

This course is a graduate level introduction to automatic discourse processing. The emphasis will be on methods and...

Data Science, Analytics & Computer Technology AI Machine Learning

advanced

MIT OCW

free course

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...

Data Science, Analytics & Computer Technology AI Machine Learning

advanced

MIT OCW

free course

Topics in Statistics: Nonparametrics and Robustness

Prof. Richard Dudley

This graduate-level course focuses on one-dimensional nonparametric statistics developed mainly from around 1945 and...

Mathematics Science & Math

advanced

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

COU

Coursera

audit free course

Building and Scaling ML Pipelines

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

advanced

COU

Coursera

audit free course

Exploiting and Securing AI/MCP Systems

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

advanced

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

MS Learn

free course

Deploy and govern enterprise agentic AI solutions on Azure

Learn how to deploy multi-agent systems to Azure at enterprise scale and establish robust operational governance...

Agent Framework Azure Cosmos Db Azure Managed Redis

advanced

MS Learn

free course

Architect production-grade multi-agent AI solutions in Azure

Learn how to design production-grade agentic AI solutions in Microsoft Foundry. This training covers stateful...

Agent Framework Azure Cosmos Db Azure Managed Redis

advanced

MS Learn

free course

Monitor, evaluate, and operate multi-agent AI solutions in Azure

Learn how to operate production multi-agent solutions with comprehensive visibility, systematic quality assurance,...

Agent Framework Azure Cosmos Db Azure Monitor

advanced

MS Learn

free tutorial

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

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

Azure Microsoft Foundry

advanced

MS Learn

free tutorial

Implement advanced RAG pipelines with Azure AI Search and Microsoft Foundry

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

Azure Microsoft Foundry Azure Cognitive Search

advanced

MS Learn

free tutorial

Ground agents with enterprise knowledge using connectors and Azure AI Search in Microsoft Copilot Studio

Learn to ground Copilot Studio agent responses in enterprise knowledge by connecting to Copilot connectors, Power...

Power Platform Microsoft Copilot Studio

advanced

MS Learn

free tutorial

Solution architect series: Explore Microsoft Copilot Studio

Learn how Microsoft Copilot Studio is used in solutions.

Ms Copilot Dataverse

advanced

MS Learn

free tutorial

Solution Architect series: Evaluate Power Platform analytics and AI

Learn about reporting and analytics in Microsoft Power Platform.

Power Apps Power Automate Power Platform

advanced

MS Learn

free tutorial

Design AI agents for business solutions

Learn to design AI agents tailored to business needs using Dynamics 365 and Copilot. Explore Responsible AI, custom...

Microsoft 365 Copilot Microsoft 365 Copilot Chat Power Platform

advanced

MS Learn

free tutorial

Design responsible AI security, governance, risk management, and compliance

Learn to design secure, governed, and compliant AI systems that align with organizational policies and Responsible...

Microsoft 365 Copilot Microsoft 365 Copilot Chat Power Platform

advanced

MS Learn

free tutorial

Train deep learning models in Azure Databricks

Learn how to use deep learning libraries like PyTorch in Azure Databricks, and to distribute training by using...

Azure Databricks

advanced

COU

Coursera

audit free course

Adversarial AI: Attacking, Defending & Governing ML Systems

As AI becomes central to cybersecurity defence, attackers are increasingly targeting the AI systems themselves....

advanced

MS Learn

free tutorial

Optimize semantic model performance

Diagnose and fix semantic model and report performance issues. Use Performance analyzer to identify bottlenecks,...

Fabric Power Bi

advanced

MS Learn

free tutorial

Prepare the semantic layer for AI in Microsoft Fabric

Learn to design gold layers, configure Prep for AI features, and connect semantic models to enterprise ontology with...

Fabric Power Bi

advanced

COU

Coursera

audit free course

Problem-Dependent Resampling Techniques

This course is designed for data scientists, machine learning practitioners, and researchers who want to understand...

advanced

MS Learn

free course

Architect AI solutions for business productivity

Learn how to design AI-powered business solutions using agents, generative AI, and Microsoft Copilot to enhance...

Microsoft 365 Copilot Microsoft 365 Copilot Chat Power Platform

advanced

MS Learn

free tutorial

Monitor, analyze, and tune AI agents

Learn to monitor, analyze, and tune AI agents for reliability, performance, and continuous improvement in enterprise...

Microsoft 365 Copilot M365 Microsoft 365 Copilot Chat

advanced

MS Learn

free tutorial

Design extensibility of AI solutions

Learn to design scalable, secure, and customizable AI solutions using Microsoft platforms. Explore extensibility...

Microsoft 365 Copilot Microsoft 365 Copilot Chat Power Platform

advanced

MS Learn

free tutorial

Evaluate costs and benefits of AI solutions

Learn to assess costs and benefits of AI solutions. Develop ROI analyses, evaluate TCO, and decide to build, buy, or...

Microsoft 365 Copilot Microsoft 365 Copilot Chat Power Platform

advanced

COU

Coursera

audit free course

Build & Optimize TensorFlow ML Workflows

This short course helps you build and optimize machine learning workflows using TensorFlow 2.x. You’ll start by...

advanced

COU

Coursera

audit free course

Master ANN Search

Master ANN Search is an intermediate-level course designed for machine learning engineers and AI practitioners...

advanced

COU

Coursera

audit free course

Production Governance and MLOps on Databricks

This intermediate course provides a practical, hands-on exploration of Databricks Governance, focusing on the...

advanced

COU

Coursera

audit free course

Engineer, Validate, and Govern ML Data

This short course helps you build and validate ML-ready data pipelines with confidence. You’ll start by learning how...

advanced

COU

Coursera

audit free course

Microsoft Fabric Analytics Engineer: DP-600 Exam Prep

Microsoft Fabric represents a paradigm shift in enterprise analytics, unifying data engineering, data warehousing,...

advanced

COU

Coursera

audit free course

Deploy & Optimize ML Services Confidently

Take your machine learning skills beyond the notebook and into production. In this short, practical course, you’ll...

advanced

COU

Coursera

audit free course

Multi-Agent Systems and Orchestration

The Multi-Agent Systems and Orchestration course teaches learners how to design and coordinate AI agents that work...

advanced

COU

Coursera

audit free course

Analyze Advanced Data Projects Using SPSS

Learners will analyze real-world datasets, interpret statistical outputs, evaluate relationships among variables,...

advanced

MS Learn

free tutorial

Introduction to agentic AI business solutions

Learn how to align AI solutions with business goals, scale AI adoption, and use Microsoft AI technologies for...

Microsoft 365 Copilot Microsoft 365 Copilot Chat Power Platform

advanced

COU

Coursera

audit free course

Fine-tune Multimodal Models with Transfer Learning

Master the art of building and optimizing cutting-edge multimodal AI systems that understand both language and...

advanced

COU

Coursera

audit free course

Unify Multimodal Data with Automated ETL

Did you know that multimodal AI systems often fail not because of weak models, but because their underlying data...

advanced

COU

Coursera

audit free course

Multi-Agent Systems with LangGraph

This program introduces Building Stateful & Multi-Agent Systems with LangGraph for developers and AI engineers who...

advanced

COU

Coursera

audit free course

Databricks ML in Action

This course offers practical skills to build and deploy machine learning solutions on the Databricks platform,...

advanced

COU

Coursera

audit free course

Fine-tuning Image Models with Diffusion

The Fine-Tuning Image Models with Diffusion course is designed for developers, engineers, and technical product...

advanced

COU

Coursera

audit free course

Capstone Projects & Advanced Challenges

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

advanced

COU

Coursera

audit free course

Orchestrate & Recover Real-Time Data Pipelines

Building a data pipeline is easy. Building one that automatically recovers from failures, maintains data integrity...

advanced

COU

Coursera

audit free course

Power BI: Modeling, Filtering, and Advanced Analysis

In this course, you'll continue analyzing data using Power BI by modeling data using Data Analysis Expressions (DAX)...

advanced

COU

Coursera

audit free course

Automate, Evaluate and Deploy ML Models Confidently

Stop letting manual deployments create bottlenecks and introduce risk. Automate, Evaluate and Deploy ML Models...

advanced

COU

Coursera

audit free course

Master Advanced Excel Functions to Analyze & Automate Data

Learners will apply advanced Excel financial functions, analyze data using conditional logic, and execute dynamic...

advanced

COU

Coursera

audit free course

Building Modern Data Applications Using Databricks Lakehouse

In today’s data-driven world, building scalable and efficient data applications is crucial for staying ahead in...

advanced

COU

Coursera

audit free course

Orchestrating Data Pipelines and Advanced Data Strategies

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

advanced

COU

Coursera

audit free course

Optimizing Foundation Models

In this course, you will explore two techniques to improve the performance of a foundation model (FM): Retrieval...

advanced

MS Learn

free tutorial

Train and evaluate deep learning models

Azure

advanced

COU

Coursera

audit free course

Google BigQuery for Data and ML Engineers

Learn how to use Google BigQuery to enhance your data engineering and machine learning skills in this practical,...

advanced

COU

Coursera

audit free course

Master Time Series Forecasting with R: Analyze & Predict

Master the principles and practice of time series forecasting with R and build the skills to analyze historical data...

advanced

COU

Coursera

audit free course

PySpark: Apply & Analyze Advanced Data Processing

Take your PySpark skills to the next level by learning advanced data processing techniques for real-world analytics...

advanced

COU

Coursera

audit free course

Gemini and Vertex AI: Building Intelligent Applications

This course introduces the essentials of Gemini AI and Vertex AI, blending architectural insights with hands-on...

advanced

COU

Coursera

audit free course

Advanced Tokenization and Sentiment Analysis

This course offers a clear pathway to undertsand advanced tokenization and sentiment analysis—two core pillars of...

advanced

COU

Coursera

audit free course

Neural Models and Machine Translation

This course guides you through the core concepts behind neural language models and machine translation, focusing on...

advanced

COU

Coursera

audit free course

Project on Recommendation Engine - Advanced Book Recommender

Build a personalized hybrid book recommendation system using Python by combining collaborative filtering and...

advanced

COU

Coursera

audit free course

Large Multimodal Model Prompting with Gemini

Multimodal models like Gemini are pushing the boundaries of what’s possible by unifying traditionally siloed data...

advanced

COU

Coursera

audit free course

借助 Gemini Enterprise 加速知识交流

Agentspace 结合了 Google 在搜索和 AI 领域的专长。它是一款企业工具，让员工只需通过一个搜索栏，就能从文档库、电子邮件、聊天消息、工单系统及其他数据源中查找具体信息。Agentspace...

advanced

COU

Coursera

audit free course

Criar embeddings, pesquisa vetorial e RAG com o BigQuery

Este curso estuda uma solução de geração aumentada de recuperação (RAG) no BigQuery para mitigar as alucinações da...

advanced

COU

Coursera

audit free course

Créer des embeddings et utiliser la recherche vectorielle et le RAG avec BigQuery

Ce cours présente une solution de génération augmentée par récupération (RAG) dans BigQuery permettant de réduire...

advanced

COU

Coursera

audit free course

BigQuery로 임베딩, 벡터 검색, RAG 만들기

이 과정에서는 AI 할루시네이션을 완화하는 BigQuery의 검색 증강 생성(RAG) 솔루션을 살펴봅니다. 임베딩 만들기, 벡터 공간 검색, 개선된 응답 생성을 포함한 RAG 워크플로를 소개합니다. 또한 이...

advanced

MS Learn

free tutorial

Get tips and tricks for teaching DP-100: Designing and implementing a data science solution on Azure

Learn tips and tricks about preparing for your first teaching session, which labs to use, when and how to introduce...

Azure

advanced

MS Learn

free course

Prepare to teach DP-100 Designing and Implementing a Data Science Solution on Azure

Learn about the Microsoft Learn for Educators program and how to best deliver content to your students. Prepare to...

Azure

advanced

MS Learn

free tutorial

Get tips and tricks for teaching DP-203: Microsoft Azure Data Engineering in academic programs

Learn tips and tricks about preparing for your first teaching session, which labs to use, when and how to introduce...

Azure

advanced

MS Learn

free tutorial

Get tips and tricks for teaching AI-102 Designing and Implementing a Microsoft Azure AI Solution

Learn tips and tricks about preparing for your first teaching session, which labs to use, when and how to introduce...

Azure

advanced

COU

Coursera

audit free course

GenAI for Risk Managers: Advanced Risk Analysis Techniques

In this course, you’ll discover how Generative AI can enhance risk detection, automate monitoring, and improve...

advanced

COU

Coursera

audit free course

Exam Prep DP-600: Microsoft Fabric Analytics Engineer

The DP-600 certification course is designed for data professionals, analysts, and developers who want to master...

advanced

COU

Coursera

audit free course

Create Embeddings, Vector Search, and RAG with BigQuery

This course explores a Retrieval Augmented Generation (RAG) solution in BigQuery to mitigate AI hallucinations. It...

advanced

MS Learn

free course

Prepare to teach DP-203: Microsoft Azure Data Engineering

Learn about the Microsoft Learn for Educators program and how to best deliver its content to your students. Prepare...

Azure

advanced

MS Learn

free course

Prepare to teach AI-102 Designing and Implementing a Microsoft Azure AI Solution in the classroom

Azure

advanced

WIK

Wikibooks

free book

Accelerando Technical Companion

advanced

WIK

Wikibooks

free book

Image Restoration

advanced

WIK

Wikibooks

free book

Machine Translation

advanced

WIK

Wikibooks

free book

Optimal Classification

advanced

WIK

Wikibooks

free book

Practical Guide to Gaussian Processes

advanced

WIK

Wikibooks

free book

RGB+D Video Processing

advanced

WIK

Wikibooks

free book

ROOT

advanced

WIK

Wikibooks

free book

SPARQL

advanced

PLU

Pluralsight

paid course

Create Image Captioning Models

advanced

PLU

Pluralsight

paid course

Transformer Models Bert Model

advanced

PLU

Pluralsight

paid course

Interpreting Data Statistical Models

advanced

PLU

Pluralsight

paid course

Building Enterprise Distributed Online Analytics Platform

advanced