Data Science & AI

772 resources — showing top 120

MIT OCW
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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
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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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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 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 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 tutorial
License Microsoft 365 and AI services at scale
Assign Microsoft 365 licenses at scale, troubleshoot assignment issues, and distinguish product access, maker...
M365 M365 Admin Center Entra Id
intermediate
MS Learn
free course
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
MS Learn
free tutorial
Orchestrate durable AI workflows with Azure Durable Functions
Learn how to use Azure Durable Functions to coordinate reliable, long-running AI workflows with deterministic...
Azure Functions
intermediate
MS Learn
free course
Manage a Microsoft Fabric environment
Learn how to manage a Microsoft Fabric environment through CI/CD, monitoring, security, and administration.
Fabric
intermediate
MS Learn
free tutorial
Understand Microsoft Fabric IQ fundamentals
Learn the fundamentals of Microsoft Fabric IQ, including how ontologies create a shared business vocabulary, the six...
Fabric
beginner
MS Learn
free tutorial
Create an ontology with Fabric IQ
Learn how to create ontologies in Fabric IQ by building manually or generating from Power BI semantic models, then...
Fabric
intermediate
MS Learn
free tutorial
Prepare semantic models for AI in Power BI and Microsoft Fabric
Design gold layers, semantic models, and documentation that enable Copilot, data agents, and enterprise ontologies...
Fabric Power Bi
advanced
MS Learn
free course
Maximize the Cost Efficiency of AI Agents on Azure
Maximize the ROI of AI agent investments by making cost-conscious, informed decisions at every stage. This learning...
Azure Microsoft Foundry Azure Monitor
beginner
MS Learn
free tutorial
Manage and optimize AI agent investments on Azure
Managing and optimizing AI agent investments on Azure is now more streamlined and powerful with the built-in...
Microsoft Foundry Foundry Tools Azure Openai
intermediate
MS Learn
free tutorial
Architect scalable and cost-efficient AI agent solutions on Azure
This module guides learners through designing AI agent architectures that scale with business demand, provide deep...
Microsoft Foundry Foundry Tools Azure Openai
intermediate
MS Learn
free tutorial
Get started using Foundry on Windows: AI Dev Gallery (Preview)
In this module, you'll use AI Dev Gallery (Preview) to explore, run, and demonstrate local AI experiences on a...
Windows 11
beginner
MS Learn
free tutorial
Understand the foundations of generative AI for business leaders
Generative AI is reshaping business operations, enabling organizations to automate tasks, personalize experiences,...
Microsoft 365 Copilot Ms Copilot Microsoft Foundry
beginner
MS Learn
free tutorial
Identify and prioritize high-impact AI agent use cases
Uncover and evaluate AI agent use cases that deliver measurable business value with financial efficiency.
Microsoft Foundry Foundry Tools Azure Openai
intermediate
MS Learn
free tutorial
Understand the key cost drivers of AI agents
Developing and deploying AI agents can unlock transformative capabilities for businesses, but it requires careful...
Microsoft Foundry Foundry Tools Azure Openai
intermediate
MS Learn
free tutorial
Maximize cost efficiency by choosing the right AI agent development approach on Azure
Evaluate when to develop custom AI agents tailored to your needs and when to deploy prebuilt solutions from trusted...
Microsoft Foundry Foundry Tools Azure Openai
intermediate
MS Learn
free tutorial
Forecast the return on investment (ROI) of AI agents
AI agents are rapidly transforming how organizations operate, automating tasks, enhancing decision-making, and...
Microsoft Foundry Foundry Tools Azure Openai
intermediate
MS Learn
free course
Work smarter with AI
Get more done and unleash your creativity with Microsoft Copilot.
Ms Copilot
beginner
MS Learn
free tutorial
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 tutorial
Experiment with Azure Machine Learning
Choose this module if you want to compare models by using automated machine learning, MLflow, and the Responsible AI...
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
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 formulating questions,...
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
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 Science: An Introduction
WIK
Wikibooks
free book
Expert Systems
intermediate
WIK
Wikibooks
free book
From Data to Insight
intermediate
FRE
freeCodeCamp
free article
Hands on evolution of deep learning geoffrey hinton s ai legacy
Programming
FRE
freeCodeCamp
free article
How to build an ai chat app interface with the ai sdk
Programming
FRE
freeCodeCamp
free article
Build a self evaluating ai system automated testing and evaluation pipelines for llm apps
Programming
FRE
freeCodeCamp
free article
How ai is changing malware detection
Programming
FRE
freeCodeCamp
free article
What a machine learning model is and how to make one
Programming
FRE
freeCodeCamp
free article
How to build an ai chatbot with gemini and vercel serverless functions
Programming