Machine Learning/Datasets: Difference between revisions
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===Clustering=== | ===Clustering=== | ||
*[http://archive.ics.uci.edu/ml/datasets/Plants USDA Plants Data] | |||
**Automatically cluster plants based on 70 attributes. | |||
===Text Data=== | |||
*[http://www.cs.cmu.edu/~enron/ Enron Emails] | |||
**Search through Enron's publicly accessible emails. | |||
Revision as of 00:07, 15 March 2011
Machine learning is a vast field and there are many different types of problems to be solved. If you find a dataset interesting, try to categorize it (or add a new category) and add it to the links below.
Classification
- MNIST Handwritten Digits
- Classify handwritten digits using this dataset, a very popular one with lots of training examples.
- Heart Disease
- Predict whether a person will have heart disease based on a subset of 76 factors.
- Census Income
- Try to predict whether a person has an income greater than or less than 50k
Regression
- Boiling point in the Alps
- The boiling point of water at different barometric pressures.
- Shocking Rats
- How does shocking a rat affect it's ability to complete a maze?
- Ice Cream Sales
- Predict the quantity of ice cream consumed based on some other variables.
- Smoking and Respiratory Function
- How does smoking affect lung capacity?
Time Series
- Gun-related Deaths in Australia
- "Deaths from gun-related homicides and suicides and non-gun-related homicides and suicides. Australia: 1915-2004. Source: Neill and Leigh (2007)."
- Immigration Rates
- "Annual immigration into the United States: thousands. 1820 – 1962. From Kendall & Ord (1990), p.13."
- Percent of Men with Beards 1866-1911
- "Percent of Men with full beards, 1866 – 1911. Source: Hipel and Mcleod (1994)."
- Velocity of Money in America 1869-1960
- The velocity of money is basically the amount of money that changes hands over a year.
- Changes in Global Air Temperature 1880-1985
- "Surface air temperature change for the globe, 1880-1985, Temperature change actually means temperature against an arbitrary zero point. From James Hansen and Sergej Lebedeff, "Global Trends of Measured Surface Air Temperature", `Journal of Geophysical Research`, Vol. 92, No. D11, pages 13,345-13,372, November 20, 1987."
- Number of Earthquakes per Year 1900-1988 (>= 7.0)
- "Source: National Earthquake Information Center. Different lists will give different numbers depending on the formula used for calculating the magnitude."
Clustering
- USDA Plants Data
- Automatically cluster plants based on 70 attributes.
Text Data
- Enron Emails
- Search through Enron's publicly accessible emails.