Naive updates Sample Clauses

Naive updates. Suppose a Word2Vec model M1 trained by the first dataset D1 (see Section 3.2.1) has already been obtained, it can be updated by expanding the vocabulary of M1 and adding input nodes and output nodes to the existing neural network. In the expanded model, denoted by M2, the weights inherited from M1 are initialized by the existing values in M1 and new weights are randomly initialized. Then we train M2 with new data D2. This method has similar idea to an existing package called ”Online Word2Vec” Mulkar-Mehta (2015a). Assume the input layer, hidden layer, and output layer of M1 have nodes {x1, x2, . . . , xN1 }, {h1, h2, . . . , hL}, and {y1, y2, . . . , xX0 } respectively. N1 is the number of words in vo- cabulary of D1 and L is the number of nodes in hidden layer. Note that only one input node among x1, x2, . . . , xN1 is non-zero for SG model in each training itera- tion. By applying naive updates, it expands the existing input layer and output layer to {x1, x2, . . . , xN1 , xX0+0, . . . , xX0+X} and {y1, y2, . . . , yN1 , xX0+0, . . . , xX0+X} respec-
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  • Service Updates Our Services may automatica ly download and insta l updates to your computer system from time to time and you hereby permit and consent to same. Updates are genera ly developed to improve our Services, including by providing enhanced functionality, bug fixes, and new software.

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  • Schedule Updates the Contractor agrees to maintain the Work duration schedule updates on an ongoing basis and, when the County requests it, include the updates in its payment request. The Contractor may be required to submit a narrative report with each monthly update which shall include a description of current and anticipated problem areas, delaying factors and their impact, and an explanation of corrective action taken or proposed. Failure to do so may be considered a material breach of the Contract. Any additional or unanticipated costs or expense required to maintain the schedules shall be solely the Contractor’s obligation and Contractor agrees not to charge the County.

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  • Monthly Updates The Contractor must provide the Design Professional and the Owner with monthly updates of the Overall Project Schedule indicating completed activities and any changes in sequencing or activity durations. (See also Articles 2.1.2 and 2.1.5).

  • Updates “Updates” are changes that do not require a change to the established Centralized Contract terms and conditions. Updates may include: Centralized Contract changes and updates made in accordance with the previously approved pricing formula (e.g. discount from list price); adding new products or services within the established, previously approved pricing structure; lowering pricing of products or services already on Contract, deleting products or services available through the Centralized Contract, adding product or service that do not fall under the previously established price structure or discounts under the Contract, re-bundled products, and other updates not listed above that are deemed to be in the best interest of the State and do not result in a change to the established Centralized Contract terms and conditions. Updates must be submitted to OGS for review, and must be accompanied by a justification of reasonableness of price if the change results in a change in pricing methodology. OGS will notify Contractor in writing if approved.

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  • Progress Update Information included with the annual Data Access Request (DAR) renewal or Closeout summarizing the analysis of controlled-access datasets obtained through the DAR and any publications and presentations derived from the work.

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