List Of Datasets For Machine-learning Research
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List Of Datasets For Machine-learning Research
These datasets are applied for machine learning research and have been cited in peer-reviewed academic journals. Datasets are an integral part of the field of machine learning. Major advances in this field can result from advances in learning algorithms (such as deep learning), computer hardware, and, less-intuitively, the availability of high-quality training datasets. High-quality labeled training datasets for supervised and semi-supervised machine learning algorithms are usually difficult and expensive to produce because of the large amount of time needed to label the data. Although they do not need to be labeled, high-quality datasets for unsupervised learning can also be difficult and costly to produce. Image data These datasets consist primarily of images or videos for tasks such as object detection, facial recognition, and multi-label classification. Facial recognition In computer vision, face images have been used extensively to develop facial recognition systems ...
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Data Set
A data set (or dataset) is a collection of data. In the case of tabular data, a data set corresponds to one or more database tables, where every column of a table represents a particular variable, and each row corresponds to a given record of the data set in question. The data set lists values for each of the variables, such as for example height and weight of an object, for each member of the data set. Data sets can also consist of a collection of documents or files. In the open data discipline, data set is the unit to measure the information released in a public open data repository. The European data.europa.eu portal aggregates more than a million data sets. Some other issues ( real-time data sources, non-relational data sets, etc.) increases the difficulty to reach a consensus about it. Properties Several characteristics define a data set's structure and properties. These include the number and types of the attributes or variables, and various statistical measures applic ...
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University Of York
, mottoeng = On the threshold of wisdom , established = , type = Public research university , endowment = £8.0 million , budget = £403.6 million , chancellor = Heather Melville , vice_chancellor = Charlie Jeffery , students = () , undergrad = () , postgrad = () , city = Heslington, York , country = England , campus = Heslington West, Heslington East, and King's Manor , colours = Dark blue and dark green , website = , logo = UoY_logo_with_shield_2016.png , logo_size = 250px , administrative_staff = 3,091 , affiliations = The University of York (abbreviated as or ''York'' for post-nominals) is a collegiate research university, located in the city of York, England. Established in 1963, the university has expanded to more than thirty departments and centres, covering a wide range of subjects. Situated to the south-east of the city of York, the university campus is about in size. The original campus, Campus West, incorporates the York Scien ...
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Cordelia Schmid
Cordelia Schmid is computer vision researcher, currently Head of the THOTH project team at INRIA (French Institute for Research in Computer Science and Automation), Montbonnot, France. Schmid obtained a degree in Computer Science from the University of Karlsruhe, and her doctorate from the Institut National Polytechnique de Grenoble, with a prizewinning thesis on "Local Greyvalue Invariants for Image Matching and Retrieval". Schmid was named Fellow of the Institute of Electrical and Electronics Engineers (IEEE) in 2012 ''for contributions to large-scale image retrieval, classification and object detection''. She was a co-winner of the Longuet-Higgins Prize in 2006, in 2014, and again in 2016. In 2017, she became a member of the Academy of Sciences Leopoldina. She won the 2020 Milner Award The Royal Society Milner Award, formally the Royal Society Milner Award and Lecture, is awarded annually by the Royal Society, a London-based learned society, for "outstanding achieve ...
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Caltech 101
Caltech 101 is a data set of digital images created in September 2003 and compiled by Fei-Fei Li, Marco Andreetto, Marc 'Aurelio Ranzato and Pietro Perona at the California Institute of Technology. It is intended to facilitate Computer Vision research and techniques and is most applicable to techniques involving image recognition classification and categorization. Caltech 101 contains a total of 9,146 images, split between 101 distinct object categories (faces, watches, ants, pianos, etc.) and a background category. Provided with the images are a set of annotations describing the outlines of each image, along with a Matlab script for viewing. Purpose Most Computer Vision and Machine Learning algorithms function by training on example inputs. They require a large and varied set of training data to work effectively. For example, the real-time face detection method used by Paul Viola and Michael J. Jones was trained on 4,916 hand-labeled faces. Cropping, re-sizing and hand-marking ...
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University Of Massachusetts
The University of Massachusetts is the five-campus public university system and the only public research system in the Commonwealth of Massachusetts. The university system includes five campuses (Amherst, Boston, Dartmouth, Lowell, and a medical school in Worcester), a satellite campus in Springfield and also 25 campuses throughout California and Washington with the University of Massachusetts Global. The system administration is in Boston and Shrewsbury and is accredited by the New England Association of Schools and Colleges and across its campuses enrolls 75,065 students. Campuses The University of Massachusetts Amherst is the flagship and largest school in the UMass system. It was also the first one established, dating back to 1863, when it was founded as the Massachusetts Agricultural College. The University of Massachusetts Chan Medical School was founded in 1962, and is located in Worcester. The University of Massachusetts Boston, originally established in 1964, was mer ...
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University Of California, Berkeley
The University of California, Berkeley (UC Berkeley, Berkeley, Cal, or California) is a public land-grant research university in Berkeley, California. Established in 1868 as the University of California, it is the state's first land-grant university and the founding campus of the University of California system. Its fourteen colleges and schools offer over 350 degree programs and enroll some 31,800 undergraduate and 13,200 graduate students. Berkeley ranks among the world's top universities. A founding member of the Association of American Universities, Berkeley hosts many leading research institutes dedicated to science, engineering, and mathematics. The university founded and maintains close relationships with three national laboratories at Berkeley, Livermore and Los Alamos, and has played a prominent role in many scientific advances, from the Manhattan Project and the discovery of 16 chemical elements to breakthroughs in computer science and genomics. Berkeley is ...
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Svetlana Lazebnik
Svetlana Lazebnik (born 1979) is a Ukrainian-American researcher in computer vision who works as a professor of computer science and Willett Faculty Scholar at the University of Illinois at Urbana–Champaign. Her research involves interactions between image understanding and natural language processing, including the automated captioning of images, and the development of a benchmark database of textually grounded images. Education and career Lazebnik was born in Kyiv in 1979 to a family of Ukrainian Jews, and emigrated with her family to the US as a teenager. She majored in computer science at DePaul University, minoring in mathematics and graduating with the highest honors in 2000. She completed her Ph.D. in 2006 at the University of Illinois at Urbana–Champaign, with the dissertation ''Local, Semi-Local and Global Models for Texture, Object and Scene Recognition'' supervised by Jean Ponce. After postdoctoral research at the University of Illinois, she became an assistant pro ...
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Royal Military Academy (Belgium)
The Royal Military Academy (french: École royale militaire, nl, Koninklijke Militaire School) is the military university of Belgium. The institution is responsible for the education of the officers of the five components of the Belgian defence (Army, Air Force, Cyber, Navy, Medical) and is located in Brussels in a building constructed by the architects Henri Maquet and Henri Van Dievoet. The courses are given in French, Dutch and English. The academy comprises two faculties: *The Faculty of Applied Sciences (''Polytechnique'', ''X''): Master of Science in engineering sciences; comparable to the French École polytechnique (also nicknamed "X" and founded by one of its ex-students, Jean Chapelié) *The Faculty of Social and Military Sciences (''S.M.S.''): Master in Social and Military Sciences The Royal Higher Institute for Defence, the highest military academic institute in Belgium is also located at the RMA campus (cf. Defence College, previously War College). Admission Adm ...
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King Juan Carlos University
Rey Juan Carlos University ( es, Universidad Rey Juan Carlos, URJC) is a Spanish public research university located in the southern area of the Community of Madrid (Spain), with five campuses at Móstoles, Alcorcón, Vicálvaro, Aranjuez and Fuenlabrada. It is named after former king Juan Carlos I of Spain and has the Latin motto ''Non nova, sed nove'' ("Not new things, but in a new way"). It was established in 1996 by the government of the Community of Madrid. With 44.916 students, it is the second-biggest public university in the Community of Madrid, behind the historical Universidad Complutense. URJC is one of eight universities in the Community of Madrid, and it is the second-newest university in the community. Studies King Juan Carlos University offers a range of degrees, all adapted to the European Higher Education Area. This includes 64 undergraduate degrees, 44 dual degrees, 6 English-medium degrees, 6 university degrees on-line, 18 diplomas, and 8 engineering degre ...
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National Institute Of Standards And Technology
The National Institute of Standards and Technology (NIST) is an agency of the United States Department of Commerce whose mission is to promote American innovation and industrial competitiveness. NIST's activities are organized into physical science laboratory programs that include nanoscale science and technology, engineering, information technology, neutron research, material measurement, and physical measurement. From 1901 to 1988, the agency was named the National Bureau of Standards. History Background The Articles of Confederation, ratified by the colonies in 1781, provided: The United States in Congress assembled shall also have the sole and exclusive right and power of regulating the alloy and value of coin struck by their own authority, or by that of the respective states—fixing the standards of weights and measures throughout the United States. Article 1, section 8, of the Constitution of the United States, ratified in 1789, granted these powers to the new Congr ...
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