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Data & AI Resource Directory

Find trustworthy places to get datasets, explore healthcare and imaging data, learn tools, build machine-learning projects, work with APIs, and strengthen data-engineering practice. Every entry includes a plain-language explanation so you can decide whether it is useful before opening another site.

75 curated resources 8 practical categories Directory refreshed August 2026

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Data Discovery

Find general-purpose datasets for machine learning, analytics, and exploration.

Dataset hub

Kaggle Datasets

Search thousands of community and organization datasets across tabular, image, text, time-series, and other formats.

Best for: Broad public datasets and project practice

Visit Kaggle Datasets ↗
Academic repository

UCI Machine Learning Repository

A long-running UC Irvine repository of datasets widely used for machine-learning education and benchmarking.

Best for: Classic and research-oriented ML datasets

Visit UCI Machine Learning Repository ↗
ML platform

OpenML

An open platform for sharing datasets, machine-learning tasks, experiments, and benchmark results.

Best for: Reproducible datasets, tasks, runs, and benchmarks

Visit OpenML ↗
Search engine

Google Dataset Search

Google’s dataset-focused search engine for discovering data published across government, research, institutional, and public sites.

Best for: Finding datasets across many publishers

Visit Google Dataset Search ↗
AI dataset hub

Hugging Face Datasets

Searchable community hub for machine-learning datasets with modality, format, language, license, and task filters.

Best for: NLP, vision, audio, multimodal, and generative-AI data

Visit Hugging Face Datasets ↗
Cloud data registry

Registry of Open Data on AWS

AWS registry of openly available datasets that can be accessed for analysis, research, and cloud-scale workloads.

Best for: Large public datasets hosted in AWS

Visit Registry of Open Data on AWS ↗
Data catalog

data.world

Data catalog and collaboration platform with public datasets, metadata, and community-curated collections.

Best for: Discovering and organizing shared datasets

Visit data.world ↗
Financial data platform

Nasdaq Data Link

The current Nasdaq destination for the service formerly known as Quandl, providing financial, economic, and alternative datasets.

Best for: Economic, market, and alternative data

Visit Nasdaq Data Link ↗
Data publishing platform

DataHub

Platform for discovering, publishing, and working with structured datasets and reusable data packages.

Best for: Structured public data and data packages

Visit DataHub ↗

Healthcare & Imaging

Trusted sources for medical imaging, physiologic signals, public health, and global health data.

Medical imaging archive

The Cancer Imaging Archive (TCIA)

NCI-supported archive of de-identified cancer imaging collections, commonly distributed in DICOM with supporting clinical and analysis data when available.

Best for: Cancer CT, MRI, pathology, and related research data

Visit The Cancer Imaging Archive (TCIA) ↗
Biomedical research repository

PhysioNet

Research resource for complex physiologic signals and clinical datasets, with documentation, software, and data-use requirements.

Best for: ECG, ICU, waveform, and physiologic datasets

Visit PhysioNet ↗
U.S. health data portal

HealthData.gov

U.S. government health-data portal for datasets published by federal health agencies and programs.

Best for: Public U.S. health and human-services datasets

Visit HealthData.gov ↗
Public health portal

CDC Data

CDC open-data portal for public-health indicators, surveillance datasets, and program data.

Best for: U.S. surveillance and public-health datasets

Visit CDC Data ↗
Global health statistics

WHO Data

World Health Organization data hub for global health statistics, indicators, observatories, and country-level health information.

Best for: International health indicators and estimates

Visit WHO Data ↗
Global health research

Institute for Health Metrics and Evaluation (IHME)

University of Washington institute providing Global Burden of Disease research, data tools, methods, and health-metrics resources.

Best for: Global Burden of Disease and comparative health metrics

Visit Institute for Health Metrics and Evaluation (IHME) ↗
Global social data

UNICEF Data

UNICEF statistics and evidence on children and women, including health, nutrition, education, protection, and demographic indicators.

Best for: Child, maternal, education, and development indicators

Visit UNICEF Data ↗

Government & Global Data

Official national, international, economic, environmental, and city open-data portals.

U.S. government portal

Data.gov

Official U.S. government open-data catalog spanning health, climate, education, transportation, science, economics, and many other topics.

Best for: Cross-agency U.S. public datasets

Visit Data.gov ↗
Global development data

World Bank Open Data

World Bank access point for development indicators, country profiles, economic measures, and globally comparable public data.

Best for: Economic, social, and development indicators

Visit World Bank Open Data ↗
International statistics

UN Data

United Nations data portal aggregating official statistics across population, trade, environment, health, labor, education, and other domains.

Best for: UN statistical series across countries and topics

Visit UN Data ↗
Economic data

IMF Data

International Monetary Fund portal for economic, financial, fiscal, monetary, trade, and country-level statistical datasets.

Best for: Macroeconomic and financial statistics

Visit IMF Data ↗
International policy data

OECD Data Explorer

OECD’s current data-exploration platform for internationally comparable statistics across economies, society, education, health, environment, and policy.

Best for: Comparable economic and social indicators

Visit OECD Data Explorer ↗
EU open-data portal

European Data Portal

Official European data portal for discovering datasets published by EU institutions, member states, and public bodies.

Best for: European Union public-sector datasets

Visit European Data Portal ↗
UK public-data portal

UK National Data Library

UK government portal for finding public datasets and metadata published by departments, agencies, local authorities, and public bodies.

Best for: United Kingdom government datasets

Visit UK National Data Library ↗
Canada public-data portal

Government of Canada Open Data

Government of Canada open-data catalog with machine-readable datasets, metadata, downloadable formats, and API-enabled resources.

Best for: Federal Canadian datasets and APIs

Visit Government of Canada Open Data ↗
Demographic and economic data

U.S. Census Bureau Data

Official Census Bureau gateway to demographic, economic, population, geographic, survey, and visualization products.

Best for: U.S. population, housing, business, and geography

Visit U.S. Census Bureau Data ↗
Environmental data

European Environment Agency Datahub

EEA hub for quality-assured environmental, climate, biodiversity, energy, and sustainability datasets from European reporting networks.

Best for: European climate, environment, and sustainability data

Visit European Environment Agency Datahub ↗
City open data

London Datastore

Greater London Authority portal providing open datasets and data products about London’s people, economy, places, planning, and services.

Best for: London population, economy, planning, and city indicators

Visit London Datastore ↗
City open data

Seattle Open Data

City of Seattle open-data catalog covering public safety, transportation, permits, services, geography, and municipal operations.

Best for: Municipal analytics and civic-data projects

Visit Seattle Open Data ↗
City open data

Chicago Data Portal

City of Chicago portal for transportation, public safety, business, buildings, health, community, and city-service datasets.

Best for: Urban analytics and civic-data projects

Visit Chicago Data Portal ↗
City open data

Austin Open Data

City of Austin portal for civic datasets including transportation, utilities, permits, public safety, environment, and city operations.

Best for: Local government and urban-data projects

Visit Austin Open Data ↗
City open data

San Francisco Open Data

San Francisco’s public-data portal for city operations, housing, transportation, public safety, environment, business, and community indicators.

Best for: Civic analytics and public-sector projects

Visit San Francisco Open Data ↗

Research, Science & APIs

Specialized research datasets and developer-facing APIs for scientific, economic, network, and real-time projects.

Science data portal

NASA Open Data

NASA’s open-data portal for datasets and metadata from scientific missions, research programs, engineering activities, and agency operations.

Best for: Space, Earth science, engineering, and mission data

Visit NASA Open Data ↗
Climate and environmental archive

NOAA National Centers for Environmental Information

NOAA’s primary environmental data archive for climate, weather, oceans, coastal, geophysical, and related Earth-system datasets.

Best for: Weather, climate, ocean, and geophysical data

Visit NOAA National Centers for Environmental Information ↗
Network research datasets

Stanford SNAP

Stanford collection of large network datasets for social, communication, citation, web, collaboration, and graph-learning research.

Best for: Graph mining and network-analysis research

Visit Stanford SNAP ↗
Recommender-system data

MovieLens

GroupLens movie-rating datasets widely used for recommender-system research, teaching, and experimentation.

Best for: Recommendation algorithms and collaborative filtering

Visit MovieLens ↗
Entertainment data

IMDb Non-Commercial Datasets

IMDb’s current non-commercial dataset distribution for title, person, rating, episode, and related entertainment metadata.

Best for: Movie and television metadata research

Visit IMDb Non-Commercial Datasets ↗
Text and network dataset

Enron Email Dataset

Carnegie Mellon-hosted public Enron email corpus commonly used for NLP, information retrieval, and network-analysis research.

Best for: NLP, email classification, and communication networks

Visit Enron Email Dataset ↗
Scholarly knowledge graph

OpenAlex

Open catalog of scholarly works, authors, institutions, concepts, sources, and citations designed for research and bibliometric analysis.

Best for: Research analytics and bibliometrics

Visit OpenAlex ↗
Biodiversity data

GBIF

Global Biodiversity Information Facility providing open species-occurrence and biodiversity data from institutions around the world.

Best for: Ecology, species, and geospatial research

Visit GBIF ↗
Economic data

Federal Reserve Data Download Program

Federal Reserve Board tool for downloading official economic and financial time series in machine-readable formats.

Best for: U.S. financial and economic series

Visit Federal Reserve Data Download Program ↗
Public API

NASA Open APIs

NASA developer APIs for astronomy, imagery, Earth observation, Mars, space weather, and other public agency datasets.

Best for: Space and Earth-science application prototypes

Visit NASA Open APIs ↗
Weather API

OpenWeather API

Developer APIs for current weather, forecasts, historical weather, geocoding, and related environmental data; plans and rate limits vary.

Best for: Weather, forecast, and geospatial application prototypes

Visit OpenWeather API ↗
Financial API

Alpha Vantage

API service for equities, foreign exchange, digital assets, technical indicators, and economic data; access tiers and limits apply.

Best for: Market-data prototypes and time-series exercises

Visit Alpha Vantage ↗
Government API

U.S. Census APIs

Official Census developer catalog for programmatically querying ACS, Decennial Census, business, population, and other datasets.

Best for: Programmatic demographic and economic data access

Visit U.S. Census APIs ↗
Economic API

FRED API

Federal Reserve Bank of St. Louis API for programmatic access to FRED economic series, releases, categories, tags, and related metadata.

Best for: Macroeconomic time-series applications

Visit FRED API ↗

Python & Machine Learning

Core official documentation for the Python data-science and machine-learning stack.

Official documentation

Python Documentation

Authoritative Python documentation including the tutorial, language reference, standard library, HOWTOs, setup guides, and packaging links.

Best for: Python language, standard library, setup, and references

Visit Python Documentation ↗
Interactive computing

Project Jupyter

Official Jupyter project site for notebook-based interactive computing, JupyterLab, JupyterHub, kernels, documentation, and related tools.

Best for: Notebooks, JupyterLab, and reproducible exploratory work

Visit Project Jupyter ↗
Numerical computing

NumPy Documentation

Official NumPy manual, user guide, API reference, tutorials, and release documentation for scientific Python computing.

Best for: Arrays, vectorized computation, linear algebra, and numerical workflows

Visit NumPy Documentation ↗
Data analysis library

pandas Documentation

Official pandas documentation for DataFrame operations, indexing, reshaping, time series, I/O, missing data, and analytical workflows.

Best for: Tabular data cleaning, transformation, joins, and analysis

Visit pandas Documentation ↗
Visualization library

Matplotlib Documentation

Official Matplotlib documentation with plotting examples, API references, tutorials, and guidance for static and interactive visualization.

Best for: Publication-style and programmatic Python plotting

Visit Matplotlib Documentation ↗
Machine-learning library

scikit-learn

Official scikit-learn documentation for supervised and unsupervised learning, preprocessing, metrics, model selection, inspection, and pipelines.

Best for: Classical ML, preprocessing, evaluation, pipelines, and model selection

Visit scikit-learn ↗
Deep-learning framework

PyTorch

Official PyTorch platform with documentation, tutorials, ecosystem libraries, distributed training guidance, and deployment resources.

Best for: Research, neural networks, GPU training, and production ML

Visit PyTorch ↗
Machine-learning framework

TensorFlow

Official TensorFlow site with guides, tutorials, APIs, Keras resources, deployment tooling, and ecosystem documentation.

Best for: Deep learning, deployment, edge/mobile, and production workflows

Visit TensorFlow ↗
Open AI platform

Hugging Face

Open AI platform hosting models, datasets, Spaces, libraries, documentation, and community resources across modern machine-learning tasks.

Best for: Models, datasets, transformers, diffusion, and open-source AI

Visit Hugging Face ↗
Gradient boosting library

XGBoost

Official XGBoost documentation for gradient-boosted tree models, Python APIs, distributed training, parameters, tutorials, and deployment guidance.

Best for: High-performance tree boosting on structured data

Visit XGBoost ↗

Data Engineering & MLOps

Tools for data processing, orchestration, experiment tracking, versioning, and analytics engineering.

Distributed data processing

Apache Spark

Official Spark documentation for distributed batch and streaming processing, Spark SQL, DataFrames, MLlib, and cluster execution.

Best for: Large-scale ETL, analytics, SQL, streaming, and ML pipelines

Visit Apache Spark ↗
Analytical database

DuckDB

In-process analytical database optimized for fast SQL analysis of Parquet, CSV, DataFrames, and local analytical workloads.

Best for: Local analytics, SQL on files, and embedded OLAP

Visit DuckDB ↗
DataFrame library

Polars

High-performance DataFrame library built around parallel execution, expression-based transformations, and efficient columnar data processing.

Best for: Fast DataFrame processing and lazy query execution

Visit Polars ↗
ML lifecycle tooling

MLflow

Open-source platform for tracking machine-learning experiments, managing models, evaluating runs, and organizing ML development workflows.

Best for: Experiment tracking, model packaging, evaluation, and lifecycle workflows

Visit MLflow ↗
Data and experiment versioning

DVC

Data Version Control documentation for reproducible pipelines, dataset/model versioning, remote storage, experiment tracking, and Git-integrated ML workflows.

Best for: Versioning datasets, model artifacts, pipelines, and experiments

Visit DVC ↗
Workflow orchestration

Apache Airflow

Official Airflow documentation for authoring, scheduling, monitoring, and operating dependency-aware data and batch workflows.

Best for: Scheduling and monitoring data pipelines

Visit Apache Airflow ↗
Analytics engineering

dbt Developer Hub

Official dbt documentation for modular SQL transformation, data testing, lineage, documentation, semantic modeling, and analytics-engineering practices.

Best for: SQL transformation, testing, documentation, and warehouse workflows

Visit dbt Developer Hub ↗

Visualization & BI

Tools for charts, dashboards, exploratory visualization, and communication of data findings.

Interactive visualization

Plotly Python

Plotly’s Python graphing documentation for interactive statistical, scientific, financial, geographic, and custom visualizations.

Best for: Interactive Python charts and analytical dashboards

Visit Plotly Python ↗
Data exploration platform

Observable

Browser-based environment for fast data exploration, reactive notebooks, visualization, and publishing interactive analytical work.

Best for: Interactive data analysis, prototyping, and web-native visualization

Visit Observable ↗
Public BI platform

Tableau Public

Free public Tableau platform for creating, sharing, and exploring interactive data visualizations and dashboards.

Best for: Publishing interactive dashboards and portfolio visualizations

Visit Tableau Public ↗
Business intelligence

Power BI Documentation

Microsoft Learn documentation for Power BI Desktop, service, modeling, DAX, visualization, administration, and enterprise BI workflows.

Best for: Power BI modeling, reports, dashboards, and governance

Visit Power BI Documentation ↗
Publishing visualization

Datawrapper

Browser-based tool for creating responsive charts, maps, and tables designed for publishing and explanatory data communication.

Best for: Clear charts, maps, and tables for public communication

Visit Datawrapper ↗

Learning, Practice & Community

Practical courses, challenges, and communities for building skills and getting technical help.

Free learning course

Google Machine Learning Crash Course

Google’s practical introductory course covering regression, classification, data preparation, neural networks, production ML systems, LLM basics, and fairness.

Best for: Practical machine-learning foundations and responsible ML

Visit Google Machine Learning Crash Course ↗
Free learning platform

Kaggle Learn

Free practical courses and guides designed to build usable skills through concise lessons, notebooks, exercises, and project-oriented topics.

Best for: Short hands-on courses in Python, ML, data, and AI

Visit Kaggle Learn ↗
Free AI courses

Hugging Face Learn

Hugging Face’s course hub covering large language models, agents, computer vision, audio, diffusion, reinforcement learning, and related open-source AI topics.

Best for: LLMs, agents, vision, audio, diffusion, and open-source AI

Visit Hugging Face Learn ↗
Free deep-learning education

fast.ai

Research and education community offering free practical deep-learning courses, software, documentation, and learning materials centered on accessible applied AI.

Best for: Practical deep learning for people with coding experience

Visit fast.ai ↗
Community and courses

DataTalks.Club

Global data community offering free courses, events, articles, podcasts, Slack discussion, and peer learning for data and AI practitioners.

Best for: Data engineering, ML engineering, MLOps, AI, and career learning

Visit DataTalks.Club ↗
Practice challenges

Kaggle Competitions

Machine-learning competitions and community challenges where users can practice modeling, compare approaches, and learn from public solutions and discussions.

Best for: Applied ML practice and benchmark-style competitions

Visit Kaggle Competitions ↗
Technical Q&A community

Cross Validated

Stack Exchange community focused on statistics, machine learning, probability, experimental design, inference, and analytical methodology.

Best for: Statistics, probability, methodology, and ML theory questions

Visit Cross Validated ↗
Programming Q&A community

Stack Overflow

Large programming Q&A community useful for targeted implementation, library, language, tooling, and debugging questions when searched critically.

Best for: Debugging and implementation questions

Visit Stack Overflow ↗
How to use this directory: “Public” or “open” does not always mean unrestricted. Before using a dataset, model, API, or community resource in research or production, review its current license, terms, privacy requirements, citation instructions, access rules, rate limits, and data-use restrictions. DataForSolution links to external resources but does not control their availability or policies.
What changed in the August 2026 resource review?
  • Duplicate entries and malformed legacy list markup were removed.
  • Quandl was updated to its current destination, Nasdaq Data Link.
  • OECD.Stat was replaced with the current OECD Data Explorer.
  • The legacy European Data Portal destination was updated to data.europa.eu.
  • NOAA’s older NCDC destination was replaced with the current National Centers for Environmental Information (NCEI).
  • The old IMDb interfaces URL was updated to IMDb’s current Non-Commercial Datasets page.
  • Older destinations that are archived, repurposed, unreliable, or no longer strong recommendations were retired from this directory rather than presented as current resources. Examples include the legacy mldata.org repository, old TunedIT links, the old COVID19API listing, and Zanran’s former numerical-data search use case.