System and Method for Ensemble Expert Diversification via Bidding
AssigneeOath Inc.
InventorsGal Lalouche, Ran Wolff
Life of this patent
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Abstract
The present teaching relates to method, system, medium, and implementations for machine learning. A check is performed on a level of available bidding currency for bidding a training sample that is used to train a model via machine learning. A bid in an amount within the available bidding currency is sent, to a source of the training sample, for the training sample. The training sample is received from the source when the bid is successful. A prediction is then generated in accordance with the training sample based on one or more parameters associated with the model and is sent to the source.
Claims20
A method implemented on at least one machine including at least one processor, memory, and communication platform capable of connecting to a network for machine learning, the method comprising:
- checking a level of available bidding currency for bidding a training sample used for training a model via machine learning;
- sending, to a source of the training sample, a bid for the training sample in an amount within the available bidding currency;
- receiving the training sample from the source when the bid is successful;
- and
- sending, to the source, a prediction generated in accordance with the training sample based on one or more parameters associated with the model.
Machine readable non-transitory medium having information recorded thereon for machine learning, wherein the information, once read by the machine, causes the machine to perform:
- checking a level of available bidding currency for bidding a training sample used for training a model via machine learning;
- sending, to a source of the training sample, a bid for the training sample in an amount within the available bidding currency;
- receiving the training sample from the source when the bid is successful;
- and
- sending, to the source, a prediction generated in accordance with the training sample based on one or more parameters associated with the model.
A system for machine learning, comprising:
- a currency assessment unit configured for checking a level of available bidding currency for bidding a training sample used for training a model via machine learning;
- a training data bidding unit configured for sending, to a source of the training sample, a bid for the training sample in an amount within the available bidding currency;
- a training data processing unit configured for receiving the training sample from the source when the bid is successful;
- and
- a training unit configured for sending, to the source, a prediction generated in accordance with the training sample based on one or more parameters associated with the model.
Dependencies are inferred from the claim text.