AI Ethics

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Amazon Mechanical Turk

Amazon Mechanical Turk (MTurk) is a crowdsourcing marketplace operated by Amazon in which businesses and researchers ("requesters") post small paid tasks that a distributed pool of workers completes over the…

AI HistoryAI Tools & Products

BookCorpus

BookCorpus (also written BooksCorpus, and sometimes called the Toronto Book Corpus) is a text dataset built from free, self-published English-language ebooks scraped from the distribution platform Smashwords.

Data & DatasetsNatural Language Processing

Reporting Bias

Reporting bias is a type of data bias in machine learning that occurs when the frequency of events, properties, or outcomes captured in a dataset does not reflect their real-world frequency, because people…

Data & DatasetsMachine Learning

Sampling Bias

Sampling bias is a systematic error in statistics and machine learning that occurs when a sample is collected so that some members of the intended population have a higher or lower probability of being…

Data & DatasetsMachine Learning

Selection Bias

Selection bias is a systematic error that occurs when the data used for analysis, training, or evaluation does not accurately represent the population or domain it is intended to describe

Data & DatasetsMachine Learning