Open Directory - Computers: Artificial Intelligence: Machine Learning

Description

Top
: Computers
: Artificial Intelligence
: Machine Learning (239)

See also:

Computers: Software: Databases: Data Mining (161)
Science: Math: Statistics (780)

This category in other languages:

Japanese (5)

David W. Aha: Machine Learning Page - A machine learning resources from Applications to Tutorials.
Computational Learning Theory - A research field devoted to studying the design and analysis of algorithms for making predictions about the future based on past experiences. The emphasis in COLT is on rigorous mathematical analysis. COLT is largely concerned with computational and data efficiency.
Gowachin - A competition on Grammatical Inference.
Grammatical Inference - Repository of information on grammatical inference, automata induction, and language acquisition.
Integrated Optimization - Artificial Intelligence - Site dedicated to research of artificial intelligence algorithms applied to information retrieval, data mining and optimization methods. Includes FAQs and AI resources for math/science teachers and students.
Kernel machines - A central information source for the area of Support Vector Machines, Gaussian Process prediction, Mathematical Programming with Kernels, Regularization Networks, Reproducing Kernel Hilbert Spaces, and related methods. Provides links to papers, upcoming events, datasets, code.
Machine Learning in Games - How computers can learn to get better at playing games. This site is for artificial intelligence researchers and intrepid game programmers. I describe game programs and their workings; they rely on heuristic search algorithms, neural networks, genetic algorithms, temporal differences, and other methods.
Machine learning for user modeling - Resources for researchers and practitioners interested in the use of learning techniques in intelligent, user-adaptive systems.
Pattern Recognition on The Web - Links to various pattern recognition and machine learning resources
Programming by Example - Programming by example (or by demonstration) is a technique for teaching the computer new behavior by demonstrating actions on concrete examples. The system records user actions and generalizes a program that can be used in new examples.
Proto-Mind Machines - Artificial Neural Network-based natural language conversational agent and intelligent dialogue generator
Reinforcement Learning Repository - A centralized resource for researchers of reinforcement learning. Maintained at University of Massachusetts, Amherst.
k-means clustering tutorial - Introduction to k-means clustering, a popular data mining and unsupervised learning algorithm. Free code, software, resources and examples are available for download.

Usenet comp.ai - news: - Google Groups

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Last update: Thursday, August 25, 2011 8:23:22 PM EDT - edit

Description

Open Directory - Computers: Artificial Intelligence: Machine Learning: Datasets

Bilkent University Function Approximation Repository - Datasets used for the experimental analysis of function approximation techniques and for training and demonstration by machine learning and statistics community.
DELVE - Data for Evaluating Learning in Valid Experiments - Data for Evaluating Learning Valid Experiments: A standardized environment designed to evaluate the performance of methods that learn relationships based primarily on empirical data. Delve makes it possible for users to compare their learning methods with other methods on many datasets.
Dataset generator - Datgen, formerly SCDS, is a computer program that generates data to systematically test programs that consume data. These synthetic datasets can be used to validate learning algorithms.
Face recognition dataset - A dataset of face images for face recognition algorithms.
HS3D - Homo Sapiens Splice Sites Dataset - HS3D (Homo Sapiens Splice Sites Dataset) is a database of Homo Sapiens Exon, Intron and Splice regions extracted from GenBank primate sequences Rel.123. The aim of this data set is to give standardized material to train and to assess the prediction accuracy of computational approaches for gene identification and characterization.
NIST Special Database 4. - This NIST database of fingerprint images contains 2000 8- bit gray scale fingerprint image pairs.
National Space Science Data Center - Provides access to a wide variety of astrophysics, space physics, solar physics, lunar and planetary data from NASA space flight missions, in addition to selected other data and some models and software.
Penn Treebank Project - A corpus of parsed sentences. Used by many researchers for training data-driven parsing algorithms.
RISE: Repository of Information Sources used in information Extraction tasks. - Repository of online information sources: test domains for information extraction and wrapper generation tools that learn extraction rules (extraction patterns).
Reuters-21578 Text Categorization Corpus - A classic benchmark for text categorization algorithms.
TREC Data - Text datasets used in information retrieval and learning in text domains.
TechTC - Technion Repository of Text Categorization Datasets - Provides a large number of diverse test collections for use in text categorization research.
The RCSB Protein Data Bank (PDB) - Archive of experimentally-determined, biological macromolecule 3-D structures from the Brookhaven National Laboratory.
The StatLib Datasets Archive - A repository of datasets used in statistics and machine learning.
Time Series Data Library - A collection of over 500 time series, maintained by Rob Hyndman. Time series are organized by subject.
UCI Machine Learning Repository - A repository of databases, domain theories and data generators that are used by the machine learning community for the empirical analysis of machine learning algorithms.
Web->KB dataset - Web pages partitioned into classes, with hyperlink data. The dataset has been used for text categorization and learning to extract symbolic knowledge from the World Wide Web.
WordSimilarity-353 Test Collection - Contains 353 English word pairs along with human-assigned similarity judgements.

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Last update: Wednesday, October 3, 2007 10:49:56 PM EDT - edit

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