Search for tag: "deep learning"

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05:54 Dropout 1: Definitions Dropout 1: Definitions	Dropout 1: Definitions Let's define the dropout algorithm (Google Drive). deep learning From Richard Sowers 216 plays 0
04:02 Recurrent Neural Networks 3: Long Short Term… Recurrent Neural Networks 3: Long Short Term Memory networks	Recurrent Neural Networks 3: Long Short Term Memory networks Let's understand Long Short Term Memory (LSTM) networks (Google Drive) deep learning From Richard Sowers 112 plays 0
04:21 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 via the plant observer architecture from systems theory (Google Drive) deep learning From Richard Sowers 231 plays 0
08:18 Recurrent Neural Networks 2: Basic RNN's Recurrent Neural Networks 2: Basic RNN's	Recurrent Neural Networks 2: Basic RNN's Let's understand some basic architectures of Recurrent Neural Networks and their properties (Google Drive) deep learning From Richard Sowers 218 plays 0
53:30 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 data analytics deep learning internet of things industrial engineering systems engineering and design ise From Heidi Craddock 16 plays 0 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
00:52 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 127 plays 0
01:48 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 110 plays 0
03:28 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 129 plays 0
06:10 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 267 plays 0
04:53 Stochastic Gradient Descent 4: Batch Sizes Stochastic Gradient Descent 4: Batch Sizes	Stochastic Gradient Descent 4: Batch Sizes Let's understand a bit about batch sizes (Google Drive) deep learning From Richard Sowers 78 plays 0
11:51 Stochastic Gradient Descent 3: Proofs (part 2) Stochastic Gradient Descent 3: Proofs (part 2)	Stochastic Gradient Descent 3: Proofs (part 2) Let's understand some proofs of stochastic gradient descent (part 2) (Google Drive) deep learning From Richard Sowers 90 plays 0
14:28 Stochastic Gradient Descent 2: Proofs (part 1) Stochastic Gradient Descent 2: Proofs (part 1)	Stochastic Gradient Descent 2: Proofs (part 1) Let's understand some proofs of stochastic gradient descent (part 1) (Google Drive) deep learning From Richard Sowers 104 plays 0
09:02 Stochastic Gradient Descent 1: structure Stochastic Gradient Descent 1: structure	Stochastic Gradient Descent 1: structure Let's define stochastic gradient descent (Google Drive) deep learning From Richard Sowers 197 plays 0
11:06 Stochastic Gradient Descent 5: Epochs Stochastic Gradient Descent 5: Epochs	Stochastic Gradient Descent 5: Epochs Let's consider the notion of an epoch (Google Drive) deep learning From Richard Sowers 73 plays 0
04:22 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 124 plays 0
06:50 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 214 plays 0
12:43 TruthTables 2: Layers TruthTables 2: Layers	TruthTables 2: Layers Let's write out matrix representations of approximations of truth tables in a common way (Google Drive) deep learning From Richard Sowers 333 plays 0
16:53 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 576 plays 0
13:28 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 219 plays 0
03:06 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 202 plays 0 Date of creation 9/14/2021 12:00 AM
07:50 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 400 plays 0
03:11 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 268 plays 0 Date of creation 8/17/2021 12:00 AM
03:19 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 167 plays 0
07:40 Logistic Regression 3: Scaling and Solution Logistic Regression 3: Scaling and Solution	Logistic Regression 3: Scaling and Solution Let's rescale and iteratively solve logistic regression (Google Drive) deep learning From Richard Sowers 229 plays 0

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Search for tag: "deep learning"

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