Search for tag: "deep learning"

Dropout 1: Definitions

Let's understand Dropout (Google Drive).

From  Richard Sowers 372 plays 0  

Recurrent Neural Networks 3: More Complex Networks

Let's understand Recurrent Neural Networks …

From  Richard Sowers 139 plays 0  

Recurrent Neural Networks 1: The Plant-Observer paradigm

Let's understand Recurrent Neural Networks …

From  Richard Sowers 284 plays 0  

Recurrent Neural Networks 2: Basic RNN's

Let's understand Recurrent Neural Networks …

From  Richard Sowers 246 plays 0  

ISE Information Day: Data Analytics

This video contains a brief description of the…

From  Heidi Craddock 28 plays 0  

Feed Forward Neural Networks 4: Quadrants 1 and 3 (3 layers)

Let's look at a 3-layer neural network which…

From  Richard Sowers 198 plays 0  

Feed Forward Neural Networks 3: Quadrants 1 and 3 (2 layers)

Let's look at a 2-layer neural network which…

From  Richard Sowers 165 plays 0  

Feed Forward Neural Networks 2: Quadrant 1

Let's look at a 2-layer neural network which…

From  Richard Sowers 205 plays 0  

Feed Forward Neural Networks 1: Quadrants 1 and 4

Let's look at a 2-layer neural network which…

From  Richard Sowers 458 plays 0  

Gradient Descent 4: Stochastic Gradient Descent

Let's consider gradient descent (Google…

From  Richard Sowers 137 plays 0  

Gradient Descent 3: Stopping

Let's consider gradient descent (Google…

From  Richard Sowers 145 plays 0  

Gradient Descent 2: Convergence

Let's consider gradient descent (Google…

From  Richard Sowers 184 plays 0  

Gradient Descent 1: Structure

Let's consider gradient descent (Google…

From  Richard Sowers 344 plays 0  

Gradient Descent 5: Learning Schedules

Let's consider gradient descent (Google…

From  Richard Sowers 135 plays 0  

Training Validation and Testing 2: K-fold CrossValidation

Let's understand cross-validation (Google…

From  Richard Sowers 218 plays 0  

Training Testing and Validation 1: models

Let's look at Training, Testing, and…

From  Richard Sowers 345 plays 0  

Truth Tables 2: Layers

Let's write out matrix representations of…

From  Richard Sowers 498 plays 0  

Truth Tables 1: Sigmoid functions

Let's represent 2-dimensional truth tables…

From  Richard Sowers 812 plays 0  

Backpropagation 3: Vector calculations

Let's finally consider multidimensional…

From  Richard Sowers 294 plays 0  

Backpropagation 2: Affine maps

Let's next include additive parameters…

From  Richard Sowers 281 plays 0  

Backpropagation 1: Multiplicative parameters

Let's understand backpropagation with…

From  Richard Sowers 579 plays 0  

Linear Regression 4: Computational Linear Algebra

Let's think a bit about how linear algebra…

From  Richard Sowers 372 plays 0  

Linear Regression 3: Gradient Descent

Let's write out the exact solution of Linear…

From  Richard Sowers 456 plays 0  

Logistic Regression 4: Regularization

Let's understand how to regularize logistic…

From  Richard Sowers 236 plays 0