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Probability of a Predicted Future Value Notation ()
This notation, , represents the probability of a predicted future value. In this expression, denotes a probability distribution, (y-hat) is the predicted value for a variable , and the subscript specifies that the prediction is for a future time step relative to a starting point . This notation is commonly used in sequence modeling and time-series forecasting to quantify the likelihood of a particular predicted outcome.
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Ch.5 Inference - Foundations of Large Language Models
Foundations of Large Language Models
Foundations of Large Language Models Course
Computing Sciences
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A time-series model is used to forecast daily website traffic. On day
i=100, the model generates a forecast for the traffic seven days into the future. Which notation correctly represents this specific forecasted value?Model Forecast Evaluation
Interpreting Forecast Accuracy
Probability of a Predicted Future Value Notation ()
Sequence of Predicted Future Values Notation
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Acceptance-Rejection Mechanism for Speculative Decoding
A text-generation model has produced the sequence 'The quick brown fox'. The model is now at the 4th position (after 'fox') and is predicting the next word in the sequence. It predicts the word 'jumps' will appear at the 5th position. Which of the following expressions correctly represents the probability assigned by the model to this specific prediction?
In the context of a model generating a sequence of values, match each component of the notation
p(ŷ_{i+t})to its correct description.Rejection Criterion in Speculative Sampling
Interpreting a Weather Forecasting Model's Output
Condition for Accepting Speculation ()
Evaluation Model for Predicted Sequences