Atlas record: https://www.aitimeline.dev/en/events/evt-0834/
Availability · 1987
The UCI Machine Learning Repository
In 1987 David Aha, a doctoral student at the University of California, Irvine, opened an FTP archive of data sets for testing machine learning algorithms. By 4 December 1995 it held 111 databases and domain theories, 36 megabytes in all.
Why it matters
Machine learning gained a shared proving ground: an algorithm could be tested on the same data as someone else's, and someone else's experiment repeated. In 2001 Breiman compared random forests with AdaBoost on thirteen data sets from it.
Each data set is a file of attribute-value records, one per line, with a separate documentation file. Access was by anonymous FTP, over the web and, for those without FTP, by e-mail through an archive server. Most data sets were donated by researchers outside Irvine; three oncology databases from Ljubljana were available only on request. The 1995 README asked users to acknowledge the repository so that others could obtain the same data and replicate the experiments; the home page in May 1997 spoke of over one hundred entries.
The year 1987 is borne out by a document of 1990: in Aha's dissertation, dated 27 November 1990, his curriculum vitae names him organizer of the UCI repository of machine learning databases in 1987-90.
What the record does not claim. No document from 1987 was found, so the record does not know the month. How many data sets there were at the start is unknown.
Event record
- Event date
- 1987
- Timeline date
- Event date
- Verification
- Sources gathered automatically · September 25, 2026
- Lines
- ID
- evt-0834
The year per the repository's own account and per Aha's curriculum vitae in his 1990 dissertation ('1987-90'); no source read gives the month.
Sources
- primary Noise-Tolerant Instance-Based Learning Algorithms (David W. Aha and Dennis Kibler), Proceedings of the Eleventh International Joint Conference on Artificial Intelligence, Detroit, 20-25 August 1989, pp. 794-799
International Joint Conferences on Artificial Intelligence (IJCAI-89 proceedings on ijcai.org) · Published August 1989
- primary About - UCI Machine Learning Repository
University of California, Irvine
- primary A study of instance-based algorithms for supervised learning tasks: mathematical, empirical, and psychological evaluations (David W. Aha), doctoral dissertation, ICS Technical Report 90-42, University of California, Irvine, 27 November 1990
University of California, Irvine, Department of Information and Computer Science; eScholarship (ICS Technical Reports) · Published November 27, 1990
- archive README of the UCI Repository Of Machine Learning Databases and Domain Theories, 4 December 1995 (ftp.ics.uci.edu: pub/machine-learning-databases)
University of California, Irvine; Wayback Machine capture of 29 August 2018 · Published December 4, 1995
Related events
Later
- Related The TIMIT corpus 1990
The same idea in another field: shared data makes results from different laboratories comparable.
- Enables Random forests 2001
Breiman compares random forests with AdaBoost on twenty data sets, thirteen of them from the UCI repository.