
Channel: Welch Labs
Category: Travel & Events
Tags: computer science (field of study)artificial neural networkpython (programming language)machine learning (software genre)
Description: After all that work it's finally time to train our Neural Network. We'll use the BFGS numerical optimization algorithm and have a look at the results. Supporting Code: github.com/stephencwelch/Neural-Networks-Demystified Yann Lecun's Efficient BackProp Paper: yann.lecun.com/exdb/publis/pdf/lecun-98b.pdf More on BFGS: en.wikipedia.org/wiki/Broyden%E2%80%93Fletcher%E2%80%93Goldfarb%E2%80%93Shanno_algorithm 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 Follow me on Twitter for updates: @stephencwelch

![video thumbnail for: Neural Networks Demystified [Part 2: Forward Propagation]](https://i.ytimg.com/vi/UJwK6jAStmg/mqdefault.jpg)

![video thumbnail for: Neural Networks Demystified [Part 1: Data and Architecture]](https://i.ytimg.com/vi/bxe2T-V8XRs/mqdefault.jpg)



![video thumbnail for: Imaginary Numbers Are Real [Part 13: Riemann Surfaces]](https://i.ytimg.com/vi/4MmSZrAlqKc/mqdefault.jpg)

![video thumbnail for: Imaginary Numbers Are Real [Part 11: Wandering in 4 Dimensions]](https://i.ytimg.com/vi/0hiWbdc8QEk/mqdefault.jpg)

![video thumbnail for: Imaginary Numbers Are Real [Part 10: Complex Functions]](https://i.ytimg.com/vi/pNp8Qf20-sA/mqdefault.jpg)

![video thumbnail for: Imaginary Numbers Are Real [Part 9: Closure]](https://i.ytimg.com/vi/dLn5H69lS0w/mqdefault.jpg)

![video thumbnail for: Imaginary Numbers Are Real [Part 8: Math Wizardry]](https://i.ytimg.com/vi/iecUL8_OxrU/mqdefault.jpg)

![video thumbnail for: Imaginary Numbers Are Real [Part 7: Complex Multiplication]](https://i.ytimg.com/vi/YHvR8siIiD0/mqdefault.jpg)

![video thumbnail for: Imaginary Numbers Are Real [Part 6: The Complex Plane]](https://i.ytimg.com/vi/z5IG_6_zPDo/mqdefault.jpg)