02 Hyperparameter tuning using an appropriate scale to pick hyperparameters
Truth Revealed
02 Hyperparameter tuning using an appropriate scale to pick hyperparameters
8:51
01 Hyperparameter tuning Tuning process
Truth Revealed
01 Hyperparameter tuning Tuning process
7:11
05 Optimization algorithms bias correction in exponentially weighted averages
Truth Revealed
05 Optimization algorithms bias correction in exponentially weighted averages
4:12
10 Optimization algorithms the problem of local optima
Truth Revealed
10 Optimization algorithms the problem of local optima
5:24
03 Optimization algorithms exponentially weighted averages
Truth Revealed
03 Optimization algorithms exponentially weighted averages
5:59
01 Optimization algorithms Mini batch gradient descent
Truth Revealed
01 Optimization algorithms Mini batch gradient descent
11:29
04 Optimization algorithms understanding exponentially weighted averages
Truth Revealed
04 Optimization algorithms understanding exponentially weighted averages
9:42
02 Optimization algorithms understanding mini batch gradient descent
Truth Revealed
02 Optimization algorithms understanding mini batch gradient descent
11:19
06 Optimization algorithms Gradient descent with momentum
Truth Revealed
06 Optimization algorithms Gradient descent with momentum
9:21
07 Optimization algorithms RMSprop
Truth Revealed
07 Optimization algorithms RMSprop
7:42
08 Optimization algorithms Adam optimization algorithm
Truth Revealed
08 Optimization algorithms Adam optimization algorithm
7:08
09 Optimization algorithms Learning rate decay
Truth Revealed
09 Optimization algorithms Learning rate decay
6:45
02 Setting up your ML application Bias and Variance
Truth Revealed
02 Setting up your ML application Bias and Variance
8:47
01 Setting up your ML application Train Dev Test Sets
Truth Revealed
01 Setting up your ML application Train Dev Test Sets
12:05
05 Regularizing your neural network Why Regularization reduces overfitting
Truth Revealed
05 Regularizing your neural network Why Regularization reduces overfitting
7:10
08 Regularizing your neural network other reularization methods
Truth Revealed
08 Regularizing your neural network other reularization methods
8:24
11 Setting up your optimization problem Weight initialization for deep networks
Truth Revealed
11 Setting up your optimization problem Weight initialization for deep networks
6:12
06 Regularizing your neural network droptout regularization
Truth Revealed
06 Regularizing your neural network droptout regularization
9:26
09 Setting up your optimization problem normalizing inputs
Truth Revealed
09 Setting up your optimization problem normalizing inputs
5:31
03 Setting up your ML application Basic recipe for machine learning
Truth Revealed
03 Setting up your ML application Basic recipe for machine learning
6:22
04 Regularizing your neural network Regularization
Truth Revealed
04 Regularizing your neural network Regularization
9:43
10 Setting up your optimization problem Vanishing Exploding Gradient
Truth Revealed
10 Setting up your optimization problem Vanishing Exploding Gradient
6:08
07 Regularizing your neural network understanding droptout
Truth Revealed
07 Regularizing your neural network understanding droptout
7:05
02 DNN Forward propagation in a DNN
Truth Revealed
02 DNN Forward propagation in a DNN
7:16
05 DNN Building blocks of DNN
Truth Revealed
05 DNN Building blocks of DNN
8:34
08 DNN What does this have to do with the brain
Truth Revealed
08 DNN What does this have to do with the brain
3:18
03 DNN Getting your matrix dimensions right
Truth Revealed
03 DNN Getting your matrix dimensions right
11:10
06 DNN Forward and Backward propagation
Truth Revealed
06 DNN Forward and Backward propagation
10:30
07 DNN Parameters vs Hyperparameters
Truth Revealed
07 DNN Parameters vs Hyperparameters
7:17
01 DNN Deep L layer NN
Truth Revealed
01 DNN Deep L layer NN
5:52
04 DNN Why deep representations
Truth Revealed
04 DNN Why deep representations
10:34
06 Shallow Networks Activation functions
Truth Revealed
06 Shallow Networks Activation functions
10:57
02 Shallow networks NN Representation
Truth Revealed
02 Shallow networks NN Representation
5:15
08 Shallow Networks Derivatives of activation functions
Truth Revealed
08 Shallow Networks Derivatives of activation functions
7:58
12 Heroes of Deep Learning Ian Goodfellow
Truth Revealed
12 Heroes of Deep Learning Ian Goodfellow
14:56
10 Shallow networks Backpropagation intuition
Truth Revealed
10 Shallow networks Backpropagation intuition
15:49
07 Shallow networks Why do you need non linear activation functions
Truth Revealed
07 Shallow networks Why do you need non linear activation functions
5:36
09 Shallow networks Gradient descent for neural networks
Truth Revealed
09 Shallow networks Gradient descent for neural networks
9:58
05 Shallow Networks Explanation for vectorized implementation
Truth Revealed
05 Shallow Networks Explanation for vectorized implementation
7:38
04 Shallow networks Vectorizing across multiple examples
Truth Revealed
04 Shallow networks Vectorizing across multiple examples
9:06
11 Shallow networks Random Initialization
Truth Revealed
11 Shallow networks Random Initialization
7:58
03 Shallow Networks Computing a NN's Output
Truth Revealed
03 Shallow Networks Computing a NN's Output
9:58
01 Shallow networks NN overview
Truth Revealed
01 Shallow networks NN overview
4:27
16 Python and vectorization A note on python numpy vectors
Truth Revealed
16 Python and vectorization A note on python numpy vectors
6:50
04 Logistic Regression as a Neural Network Gradient Descent
Truth Revealed
04 Logistic Regression as a Neural Network Gradient Descent
11:24
11 Python and vectorization Vectorization
Truth Revealed
11 Python and vectorization Vectorization
8:05
14 Python and vectorization Vectorizing Logistic Regression's Gradient Computation
Truth Revealed
14 Python and vectorization Vectorizing Logistic Regression's Gradient Computation
9:38
06 Logistic Regression as a Neural Network More Derivatives examples
Truth Revealed
06 Logistic Regression as a Neural Network More Derivatives examples
10:28
05 Logistic Regression as a Neural Network Derivatives
Truth Revealed
05 Logistic Regression as a Neural Network Derivatives
7:11
08 Logistic Regression as a Neural Network Derivatives with Computation graph
Truth Revealed
08 Logistic Regression as a Neural Network Derivatives with Computation graph
14:34
07 Logistic Regression as a Neural Network Computation graph
Truth Revealed
07 Logistic Regression as a Neural Network Computation graph
3:34
12 Python and Vectorization More Vectorization examples
Truth Revealed
12 Python and Vectorization More Vectorization examples
6:20
02 Logistic regression as a Neural Network Logistic Regression
Truth Revealed
02 Logistic regression as a Neural Network Logistic Regression
6:00
01 Logistic Regression as a Neural Network binary classification
Truth Revealed
01 Logistic Regression as a Neural Network binary classification
8:24
09 Logistic Regression as a Neural Netowrk Logistic Regression Gradient Descent
Truth Revealed
09 Logistic Regression as a Neural Netowrk Logistic Regression Gradient Descent
6:43
15 Python and vectorization Broadcasting in Python
Truth Revealed
15 Python and vectorization Broadcasting in Python
11:06
13 Python and Vectorization Vectorizing Logistic Regression
Truth Revealed
13 Python and Vectorization Vectorizing Logistic Regression
7:33
03 Logistic Regression as a Neural Network Logistic Regression Cost Function
Truth Revealed
03 Logistic Regression as a Neural Network Logistic Regression Cost Function
8:12
10 Logistic regression as a Neural Network Gradient descent on m examples
Truth Revealed
10 Logistic regression as a Neural Network Gradient descent on m examples
8:01
06 Setting up your goal size of dev and test sets
Truth Revealed
06 Setting up your goal size of dev and test sets
5:40
02 Introduction to ML Strategy Orthogonalization
Truth Revealed
02 Introduction to ML Strategy Orthogonalization
10:39
03 Setting up your goal single number evaluation metric
Truth Revealed
03 Setting up your goal single number evaluation metric
7:17
01 Introduction to ML Strategy Why ML Strategy
Truth Revealed
01 Introduction to ML Strategy Why ML Strategy
2:43
07 Setting up your goal When to change dev test sets and metrics
Truth Revealed
07 Setting up your goal When to change dev test sets and metrics
11:08
04 Setting up your goal Satisficing and optimizing Metrics
Truth Revealed
04 Setting up your goal Satisficing and optimizing Metrics
5:59
05 Setting up your goal training dev test distributions
Truth Revealed
05 Setting up your goal training dev test distributions
6:36
02 Introduction to Deep learning What is a neural network
Truth Revealed
02 Introduction to Deep learning What is a neural network
7:17
05 Introduction to Deep learning About this course
Truth Revealed
05 Introduction to Deep learning About this course
2:28
04 Introduction to Deep learning Why is deep learning taking off
Truth Revealed
04 Introduction to Deep learning Why is deep learning taking off
10:22
03 Introduction to Deep learning Supervised learning with Neural networks
Truth Revealed
03 Introduction to Deep learning Supervised learning with Neural networks
8:29
01 Introduction to Deep Learning Welcome
Truth Revealed
01 Introduction to Deep Learning Welcome
5:32
06 Introduction to Deep learning Course resources
Truth Revealed
06 Introduction to Deep learning Course resources
1:56