52 datasets for training projects

  1. Mall Customers Dataset β€” data of store visitors: id, gender, age, income, spending rating. (Use case: Customer Segmentation Project with Machine Learning)
  2. Iris Dataset β€” a beginner's dataset containing petal and sepal sizes for various flowers.
  3. MNIST Dataset β€” a dataset of handwritten digits. 60,000 training images and 10,000 test images.
  4. The Boston Housing Dataset β€” a popular dataset for pattern recognition. Contains information about homes in Boston: number of units, rent prices, crime index.
  5. Fake News Detection Dataset β€” contains 7,796 records with news labeling: true or false. (Implementation option with Python source code: Fake News Detection Python Project )
  6. Wine quality dataset β€” contains information about wine: 4,898 records with 14 parameters.
  7. SOCR data – Heights and Weights Dataset β€” a good starting option. Contains 25,000 records on the height and weight of 18-year-olds.

    52 datasets for training projects

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  8. Parkinson Dataset β€” 195 records about patients with Parkinson's disease, with 25 analysis parameters. Can be used for preliminary assessment to distinguish between healthy and ill individuals. (Implementation option with Python source code: Machine Learning Project on Detecting Parkinson’s Disease)
  9. Titanic Dataset β€” contains information about passengers (age, gender, relatives on board, etc.) 891 in the training set and 418 in the test set.
  10. Uber Pickups Dataset β€” information on 4.5 million Uber rides in 2014 and 14 million in 2015. (Implementation option with R source code: Uber Data Analysis Project in R)
  11. Chars74k Dataset β€” contains images of British and Canadian symbols in 64 classes: 0-9, A-Z, a-z. 7700 natural images, 3400 handwritten, and 62,000 computer-synthesized fonts.
  12. Credit Card Fraud Detection Dataset β€” contains information about transactions from compromised credit cards. (Implementation option with source code: Credit Card Fraud Detection Machine Learning Project)
  13. Chatbot Intents Dataset β€” a JSON file that contains various tags: greetings, goodbye, hospital_search, pharmacy_search, etc. Contains a set of "question-answer" templates. (Implementation option with Python source code: Chatbot Project in Python)
  14. Enron Email Dataset β€” contains half a million emails from 150 Enron managers.
  15. The Yelp Dataset β€” contains 1.2 million recommendations from 1.6 million users about 1.2 million organizations.
  16. Jeopardy Dataset β€” over 200,000 "question-answer" records from the popular television game.
  17. Recommender Systems Dataset – a portal with a collection of datasets from UCSD. It contains records of reviews from popular sites (Goodreads, Amazon). Ideal for building recommendation systems. (Implementation option with R source code: Movie Recommendation System Project in R )
  18. UCI Spambase Dataset – a dataset for training spam detection. It contains 4601 emails with 57 metadata features.
  19. Flickr 30k Dataset – over 30,000 images and their captions. (Flickr 8k Dataset – 8000 images. Project with source code in Python: Image Caption Generator Python Project)
  20. IMDB reviews – 25,000 movie reviews in the training set and 25,000 in the test set. (Implementation option with R source code: Sentiment Analysis Data Science Project)
  21. MS COCO dataset – 1.5 million labeled images.
  22. CIFAR-10 and CIFAR-100 dataset – CIFAR-10 contains 60,000 small images of digits 0-9, 32*32 pixels each. CIFAR-100 contains images of objects 0-100.
  23. GTSRB (German traffic sign recognition benchmark) Dataset – 50,000 images of 43 traffic signs. (Implementation option with Python source code: Traffic Signs Recognition Python Project)
  24. ImageNet dataset – contains over 100,000 phrases and about 1000 images per phrase.
  25. Breast Histopathology Images Dataset – the dataset contains images of breast cancer samples. (Use case with source code in Breast Cancer Classification Python Project)
  26. Cityscapes Dataset – contains high-quality annotations of street video sequences from various cities.
  27. Kinetics Dataset – contains a URL link to about 6.5 million high-quality videos.
  28. MPII human pose dataset – the dataset contains 25,000 images of human poses annotated by joints.
  29. 20BN-something-something dataset v2 – a collection of high-quality videos showing how a person performs various actions.
  30. Object 365 Dataset – a dataset of high-quality images with bounding boxes around objects.
  31. Photo sketching dataset – contains over 1000 images with their contour drawings.
  32. CQ500 Dataset – the dataset contains 491 CT scans of the head with 193,317 slices.
  33. IMDB-Wiki dataset – a dataset with over 5 million face images labeled by gender and age. (Use case with source code in Gender & Age Detection Python Project)
  34. Youtube 8M Dataset – a labeled video dataset containing 6.1 million YouTube video IDs.
  35. Urban Sound 8K dataset – a dataset of urban sound data (contains 8732 urban sounds from 10 classes).
  36. LSUN Dataset – a dataset of millions of color images of scenes and objects (about 59 million images, 10 different categories of scenes and 20 different categories of objects).
  37. RAVDESS Dataset – an audiovisual dataset of emotional speech. (Use case with source code in Speech Emotion Recognition Python Project)
  38. Librispeech Dataset The dataset contains 1000 hours of English speech with various accents.
  39. Baidu Apolloscape Dataset A dataset for the development of autonomous driving technologies.
  40. Quandl Data Portal A repository of economic and financial data (includes free and paid content).
  41. The World Bank Open Data Portal Information about loans issued by the World Bank to developing countries.
  42. IMF Data Portal The International Monetary Fund's portal, which publishes data on international finance, debt rates, investments, foreign reserves, and commodities.
  43. American Economic Association (AEA) Data Portal A resource for finding macroeconomic data in the U.S.
  44. Google Trends Data Portal Google Trends data can be used for visual exploration and data analysis.
  45. Financial Times Market Data Portal A resource for obtaining current information about financial markets worldwide.
  46. Data.gov Portal The U.S. government open data portal (agriculture, health, climate, education, energy, finance, science and research, etc.).
  47. Data Portal: Open government data (India) India's open government data platform.
  48. Food Environment Atlas Data Portal Contains research data on nutrition in the U.S.
  49. Health Data Portal This is the portal of the U.S. Department of Health and Human Services.
  50. Centers for Disease Control and Prevention Data Portal Contains a wide range of health-related data.
  51. London Datastore Portal Data about the lives of people in London.
  52. Canada Government Open Data Portal The open data portal about Canadians (agriculture, arts, music, education, government, health, etc.).

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Source: habr.com

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