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Let's define the dropout algorithm (Google Drive).
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Let's understand Long Short Term Memory (LSTM) networks (Google Drive)
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Let's understand Recurrent Neural Networks via the plant observer architecture from systems theory (Google Drive)
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Let's understand some basic architectures of Recurrent Neural Networks and their properties (Google Drive)
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This video contains a brief description of the Department of Industrial & Enterprise Systems Engineering's undergraduate majors and student opportunities by Associate Director Heidi Craddock…
Date of creation
3/23/2021 12:00 AM Contributors and team members
Professor Richard Sowers
Professor Carolyn Beck
Heidi Craddock
Elise Lee
Simon Balisi
Taylor Calcagno
Aiyana Campbell
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Let's look at a 3-layer neural network which identifies quadrants 1 and 3 in the plane (Google Drive).
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Let's look at a 2-layer neural network which identifies quadrants 1 and 3 in the plane (Google Drive).
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Let's look at a 2-layer neural network which identifies quadrant 1 in the plane (Google Drive).
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Let's look at a 2-layer neural network which identifies quadrants 1 and 4 in the plane (Google Drive).
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Let's understand a bit about batch sizes (Google Drive)
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Let's understand some proofs of stochastic gradient descent (part 2) (Google Drive)
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Let's understand some proofs of stochastic gradient descent (part 1) (Google Drive)
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Let's define stochastic gradient descent (Google Drive)
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Let's consider the notion of an epoch (Google Drive)
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Let's understand cross-validation (Google Drive)
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Let's look at Training, Testing, and Validation (Google Drive)
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Let's write out matrix representations of approximations of truth tables in a common way (Google Drive)
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Let's represent 2-dimensional truth tables as combinations of squeezed sigmoids (Google Drive)
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Let's finally consider multidimensional backpropagation (Google Drive)
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Let's next include additive parameters (Google Drive)
Date of creation
9/14/2021 12:00 AM
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Let's understand backpropagation with multiplicative parameters (Google Drive)
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Let's write out the exact solution of Linear Regression (Google Drive)
Date of creation
8/17/2021 12:00 AM
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Let's understand how to regularize logistic regression (Google Drive)
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Let's rescale and iteratively solve logistic regression (Google Drive)
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