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A tactic for training a decision forest in which eachdecision tree considers only a random subset of possiblefeatures when learning the condition.Generally, a different subset of features is sampled for eachnode. In contrast, when training a decision treewithout attribute sampling, all possible features are considered for each node.
A method to train an ensemble where eachconstituent model trains on a random subset of trainingexamples sampled with replacement.For example, a random forest is a collection ofdecision trees trained with bagging.
A mechanism for estimating how well a model would generalize tonew data by testing the model against one or more non-overlapping data subsetswithheld from the training set.
Obtaining an understanding of data by considering samples, measurement,and visualization. Data analysis can be particularly useful when adataset is first received, before one builds the first model.It is also crucial in understanding experiments and debugging problems withthe system.
A way of scaling training or inferencethat replicates an entire model ontomultiple devices and then passes a subset of the input data to each device.Data parallelism can enable training and inference on very largebatch sizes; however, data parallelism requires that themodel be small enough to fit on all devices.
A distributed machine learning approach that trainsmachine learning models using decentralizedexamples residing on devices such as smartphones.In federated learning, a subset of devices downloads the current modelfrom a central coordinating server. The devices use the examples storedon the devices to make improvements to the model. The devices then uploadthe model improvements (but not the training examples) to the coordinatingserver, where they are aggregated with other updates to yield an improvedglobal model. After the aggregation, the model updates computed by devicesare no longer needed, and can be discarded.
A gradient descent algorithm that usesmini-batches. In other words, mini-batch stochasticgradient descent estimates the gradient based on a small subset of thetraining data. Regular stochastic gradient descent uses amini-batch of size 1.
preprocessing #fairnessProcessing data before it's used to train a model. Preprocessing couldbe as simple as removing words from an English text corpus that don'toccur in the English dictionary, or could be as complex as re-expressingdata points in a way that eliminates as many attributes that are correlatedwith sensitive attributes as possible.Preprocessing can help satisfy fairness constraints.
The word replacement in sampling with replacement confusesmany people. In English, replacement means "substitution."However, sampling with replacement actually uses the French definitionfor replacement, which means "putting something back."The English word replacement is translated as the Frenchword remplacement.
A language model that bases its probabilities only on thetokens appearing before, not after, the target token(s).Contrast with bidirectional language model.
The subset of the dataset that performs initialevaluation against a trained model. Typically, you evaluatethe trained model against the validation set severaltimes before evaluating the model against the test set.
Heo Young-saeng started as a trainee at SM Entertainment for about 2.5 years.[8][9] He then joined DSP Media (formerly known as DSP Entertainment) and trained for three months before debuting as a member of SS501.[9] According to his father, if he had stayed with SM Entertainment as a trainee, he would probably have debuted with Super Junior.[10]
Their last EP before the contract's expiration, entitled Destination, was released on May 24, 2010.[55] The lead track, "Love Ya", composed by Steven Lee, is a song accompanied by an orchestra, and blended with a piano melody.[56] Their first win for the lead track, "Love Ya", was on KBS' Music Bank, on June 11.[57] On June 18, DSP announced that SS501 would end their "Love Ya" promotions due to the expiration of their contract on June 7, 2010, five years after their debut.[58]
Kim Kyu-jong made his musical debut in Goong: Musical, playing the lead role of Crown Prince Lee Shin, in Kyoto, Japan from June 11 to July 1,[71] and debuted as a solo artist in September 2011 with mini album Turn Me On.[72] The album features rap by Heo Young-saeng in dance track "My Love", and Yang Jiwon of Spica in Yesterday music video.[72] On July 23, Kim reported to the recruit training center of the 35th division in Jeonju, North Jeolla Province for four weeks of basic training. They further explained that he was originally exempted because he has a hepatitis B carrier. However, since there was a change in the conscription law, he was eligible to serve non-active duty as a public service worker.[73] On July 18, Kim released a limited edition, and later on a normal edition, mini-album Meet Me Again dedicated to his fans before his enlistment.[74][75]
"Marijuana" means any part of a plant of the genus Cannabis, whether growing or not, its seeds or resin; and every compound, manufacture, salt, derivative, mixture, or preparation of such plant, its seeds, its resin, or any extract containing one or more cannabinoids. "Marijuana" does not include the mature stalks of such plant, fiber produced from such stalk, or oil or cake made from the seed of such plant, unless such stalks, fiber, oil, or cake is combined with other parts of plants of the genus Cannabis. "Marijuana" does not include (i) industrial hemp, as defined in § 3.2-4112, that is possessed by a person registered pursuant to subsection A of § 3.2-4115 or his agent or (ii) a hemp product, as defined in § 3.2-4112, containing a tetrahydrocannabinol concentration of no greater than 0.3 percent that is derived from industrial hemp, as defined in § 3.2-4112, that is grown, dealt, or processed in compliance with state or federal law.
B. The Advisory Council shall have a total membership of 21 members that shall consist of 14 nonlegislative citizen members and seven ex officio members. Nonlegislative citizen members of the Council shall be citizens of the Commonwealth and shall reflect the racial, ethnic, gender, and geographic diversity of the Commonwealth. Nonlegislative citizen members shall be appointed as follows: four to be appointed by the Senate Committee on Rules, one of whom shall be a representative from the Virginia Foundation for Healthy Youth, one of whom shall be a representative from the Virginia Chapter of the American Academy of Pediatrics, one of whom shall be a representative from the Medical Society of Virginia, and one of whom shall be a representative from the Virginia Pharmacists Association; six to be appointed by the Speaker of the House of Delegates, one of whom shall be a representative from a community services board, one of whom shall be a person or health care provider with expertise in substance use disorder treatment and recovery, one of whom shall be a person or health care provider with expertise in substance use disorder prevention, one of whom shall be a person with experience in disability rights advocacy, one of whom shall be a person with experience in veterans health care, and one of whom shall be a person with a social or health equity background; and four to be appointed by the Governor, subject to confirmation by the General Assembly, one of whom shall be a representative of a local health district, one of whom shall be a person who is part of the cannabis industry, one of whom shall be an academic researcher knowledgeable about cannabis, and one of whom shall be a registered medical cannabis patient.
9. Establish a Cannabis Business Equity and Diversity Support Team, which shall (i) develop requirements for the creation and submission of diversity, equity, and inclusion plans by persons who wish to possess a license in more than one license category pursuant to subsection C of § 4.1-805, which may include a requirement that the licensee participate in social equity apprenticeship plan, and an approval process and requirements for implementation of such plans; (ii) be responsible for conducting an analysis of potential barriers to entry for small, women-owned, and minority-owned businesses and veteran-owned businesses interested in participating in the marijuana industry and recommending strategies to effectively mitigate such potential barriers; (iii) provide assistance with business planning for potential marijuana establishment licensees; (iv) spread awareness of business opportunities related to the marijuana marketplace in areas disproportionately impacted by marijuana prohibition and enforcement; (v) provide technical assistance in navigating the administrative process to potential marijuana establishment licensees; and (vi) conduct other outreach initiatives in areas disproportionately impacted by marijuana prohibition and enforcement as necessary;
13. Establish criteria by which to evaluate social equity license applicants, which shall be an applicant who has lived or been domiciled for at least 12 months in the Commonwealth and is either (i) an applicant with at least 66 percent ownership by a person or persons who have been convicted of or adjudicated delinquent for any misdemeanor violation of § 18.2-248.1, former § 18.2-250.1, or subsection A of § 18.2-265.3 as it relates to marijuana; (ii) an applicant with at least 66 percent ownership by a person or persons who is the parent, child, sibling, or spouse of a person who has been convicted of or adjudicated delinquent for any misdemeanor violation of § 18.2-248.1, former § 18.2-250.1, or subsection A of § 18.2-265.3 as it relates to marijuana; (iii) an applicant with at least 66 percent ownership by a person or persons who have resided for at least three of the past five years in a jurisdiction that is determined by the Board after utilizing census tract data made available by the United States Census Bureau to have been disproportionately policed for marijuana crimes; (iv) an applicant with at least 66 percent ownership by a person or persons who have resided for at least three of the last five years in a jurisdiction determined by the Board after utilizing census tract data made available by the United States Census Bureau to be economically distressed; or (v) an applicant with at least 66 percent ownership by a person or persons who graduated from a historically black college or university located in the Commonwealth; 2b1af7f3a8