Neural Networks Demystified [Part 7: Overfitting, Testing, and Regularization]
146.1 هزار بار بازدید -
10 سال پیش
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We've built and trained our
We've built and trained our neural network, but before we celebrate, we must be sure that our model is representative of the real world.
Supporting Code:
https://github.com/stephencwelch/Neur...
Nate Silver's Book: http://www.amazon.com/Signal-Noise-Ma...
Caltech Machine Learning Course: https://work.caltech.edu/telecourse.html
And the lecture shown: Lecture 07 - The VC Dimension
In this series, we will build and train a complete Artificial Neural Network in python. New videos every other friday.
Part 1: Data + Architecture
Part 2: Forward Propagation
Part 3: Gradient Descent
Part 4: Backpropagation
Part 5: Numerical Gradient Checking
Part 6: Training
Part 7: Overfitting, Testing, and Regularization
@stephencwelch
welchlabs.com
Supporting Code:
https://github.com/stephencwelch/Neur...
Nate Silver's Book: http://www.amazon.com/Signal-Noise-Ma...
Caltech Machine Learning Course: https://work.caltech.edu/telecourse.html
And the lecture shown: Lecture 07 - The VC Dimension
In this series, we will build and train a complete Artificial Neural Network in python. New videos every other friday.
Part 1: Data + Architecture
Part 2: Forward Propagation
Part 3: Gradient Descent
Part 4: Backpropagation
Part 5: Numerical Gradient Checking
Part 6: Training
Part 7: Overfitting, Testing, and Regularization
@stephencwelch
welchlabs.com
10 سال پیش
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