Search for tag: "deep learning"

27 Media

Dropout 1: Definitions duration 3 minutes 56 seconds Dropout 1: Definitions Dropout 1: Definitions	Dropout 1: Definitions Let's understand Dropout (Google Drive). deep learning From Richard Sowers 372 plays 0
Recurrent Neural Networks 3: More Complex… duration 3 minutes 4 seconds Recurrent Neural Networks 3: More Complex… Recurrent Neural Networks 3: More Complex Networks	Recurrent Neural Networks 3: More Complex Networks Let's understand Recurrent Neural Networks (Google Drive) deep learning From Richard Sowers 139 plays 0
Recurrent Neural Networks 1: The Plant-Observer… duration 4 minutes 22 seconds Recurrent Neural Networks 1: The Plant-Observer… Recurrent Neural Networks 1: The Plant-Observer paradigm	Recurrent Neural Networks 1: The Plant-Observer paradigm Let's understand Recurrent Neural Networks (Google Drive) deep learning From Richard Sowers 283 plays 0
Recurrent Neural Networks 2: Basic RNN's duration 6 minutes 16 seconds Recurrent Neural Networks 2: Basic RNN's Recurrent Neural Networks 2: Basic RNN's	Recurrent Neural Networks 2: Basic RNN's Let's understand Recurrent Neural Networks (Google Drive) deep learning From Richard Sowers 246 plays 0
ISE Information Day: Data Analytics duration 53 minutes 30 seconds ISE Information Day: Data Analytics ISE Information Day: Data Analytics	ISE Information Day: Data Analytics 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… grainger engineering +6 More From Heidi Craddock 28 plays 0 Date of creation 3/23/2021 5:00 AM Contributors and team members Professor Richard Sowers Professor Carolyn Beck Heidi Craddock Elise Lee Simon Balisi Taylor Calcagno Aiyana Campbell
Feed Forward Neural Networks 4: Quadrants 1 and… duration 52 seconds Feed Forward Neural Networks 4: Quadrants 1 and… Feed Forward Neural Networks 4: Quadrants 1 and 3 (3 layers)	Feed Forward Neural Networks 4: Quadrants 1 and 3 (3 layers) Let's look at a 3-layer neural network which identifies quadrants 1 and 3 in the plane (Google Drive). deep learning From Richard Sowers 198 plays 0
Feed Forward Neural Networks 3: Quadrants 1 and… duration 1 minute 48 seconds Feed Forward Neural Networks 3: Quadrants 1 and… Feed Forward Neural Networks 3: Quadrants 1 and 3 (2 layers)	Feed Forward Neural Networks 3: Quadrants 1 and 3 (2 layers) Let's look at a 2-layer neural network which identifies quadrants 1 and 3 in the plane (Google Drive). deep learning From Richard Sowers 164 plays 0
Feed Forward Neural Networks 2: Quadrant 1 duration 3 minutes 28 seconds Feed Forward Neural Networks 2: Quadrant 1 Feed Forward Neural Networks 2: Quadrant 1	Feed Forward Neural Networks 2: Quadrant 1 Let's look at a 2-layer neural network which identifies quadrant 1 in the plane (Google Drive). deep learning From Richard Sowers 204 plays 0
Feed Forward Neural Networks 1: Quadrants 1 and 4 duration 6 minutes 10 seconds Feed Forward Neural Networks 1: Quadrants 1 and 4 Feed Forward Neural Networks 1: Quadrants 1 and 4	Feed Forward Neural Networks 1: Quadrants 1 and 4 Let's look at a 2-layer neural network which identifies quadrants 1 and 4 in the plane (Google Drive). deep learning From Richard Sowers 458 plays 0
Gradient Descent 4: Stochastic Gradient Descent duration 5 minutes 57 seconds Gradient Descent 4: Stochastic Gradient Descent Gradient Descent 4: Stochastic Gradient Descent	Gradient Descent 4: Stochastic Gradient Descent Let's consider gradient descent (Google Drive) deep learning From Richard Sowers 135 plays 0
Gradient Descent 3: Stopping duration 1 minute 55 seconds Gradient Descent 3: Stopping Gradient Descent 3: Stopping	Gradient Descent 3: Stopping Let's consider gradient descent (Google Drive) deep learning From Richard Sowers 145 plays 0
Gradient Descent 2: Convergence duration 4 minutes 38 seconds Gradient Descent 2: Convergence Gradient Descent 2: Convergence	Gradient Descent 2: Convergence Let's consider gradient descent (Google Drive) deep learning From Richard Sowers 183 plays 0
Gradient Descent 1: Structure duration 1 minute 50 seconds Gradient Descent 1: Structure Gradient Descent 1: Structure	Gradient Descent 1: Structure Let's consider gradient descent (Google Drive) deep learning From Richard Sowers 344 plays 0
Gradient Descent 5: Learning Schedules duration 8 minutes 38 seconds Gradient Descent 5: Learning Schedules Gradient Descent 5: Learning Schedules	Gradient Descent 5: Learning Schedules Let's consider gradient descent (Google Drive) deep learning From Richard Sowers 135 plays 0
Training Validation and Testing 2: K-fold… duration 3 minutes 13 seconds Training Validation and Testing 2: K-fold… Training Validation and Testing 2: K-fold CrossValidation	Training Validation and Testing 2: K-fold CrossValidation Let's understand cross-validation (Google Drive) deep learning From Richard Sowers 218 plays 0
Training Testing and Validation 1: models duration 4 minutes 13 seconds Training Testing and Validation 1: models Training Testing and Validation 1: models	Training Testing and Validation 1: models Let's look at Training, Testing, and Validation (Google Drive) deep learning From Richard Sowers 345 plays 0
Truth Tables 2: Layers duration 7 minutes 52 seconds Truth Tables 2: Layers Truth Tables 2: Layers	Truth Tables 2: Layers Let's write out matrix representations of approximations of truth tables in a common way (Google Drive) deep learning From Richard Sowers 498 plays 0
Truth Tables 1: Sigmoid functions duration 5 minutes 39 seconds Truth Tables 1: Sigmoid functions Truth Tables 1: Sigmoid functions	Truth Tables 1: Sigmoid functions Let's represent 2-dimensional truth tables as combinations of squeezed sigmoids (Google Drive) deep learning From Richard Sowers 812 plays 0
Backpropagation 3: Vector calculations duration 9 minutes 30 seconds Backpropagation 3: Vector calculations Backpropagation 3: Vector calculations	Backpropagation 3: Vector calculations Let's finally consider multidimensional backpropagation (Google Drive) deep learning From Richard Sowers 294 plays 0
Backpropagation 2: Affine maps duration 2 minutes 28 seconds Backpropagation 2: Affine maps Backpropagation 2: Affine maps	Backpropagation 2: Affine maps Let's next include additive parameters (Google Drive) deep learning From Richard Sowers 281 plays 0 Date of creation 9/14/2021 5:00 AM
Backpropagation 1: Multiplicative parameters duration 6 minutes 24 seconds Backpropagation 1: Multiplicative parameters Backpropagation 1: Multiplicative parameters	Backpropagation 1: Multiplicative parameters Let's understand backpropagation with multiplicative parameters (Google Drive) deep learning From Richard Sowers 579 plays 0
Linear Regression 4: Computational Linear Algebra duration 1 minute 54 seconds Linear Regression 4: Computational Linear Algebra Linear Regression 4: Computational Linear Algebra	Linear Regression 4: Computational Linear Algebra Let's think a bit about how linear algebra is implemented (Google Drive) deep learning From Richard Sowers 370 plays 0 Date of creation 8/17/2021 5:00 AM
Linear Regression 3: Gradient Descent duration 2 minutes 7 seconds Linear Regression 3: Gradient Descent Linear Regression 3: Gradient Descent	Linear Regression 3: Gradient Descent Let's write out the exact solution of Linear Regression (Google Drive) deep learning From Richard Sowers 456 plays 0 Date of creation 8/17/2021 5:00 AM
Logistic Regression 4: Regularization duration 4 minutes 14 seconds Logistic Regression 4: Regularization Logistic Regression 4: Regularization	Logistic Regression 4: Regularization Let's understand how to regularize logistic regression (Google Drive) deep learning From Richard Sowers 236 plays 0

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