Hands-on tips for companies to build Machine Learning Products that are being adopted by their users and customers.

A Gentle Introduction to the Innovations in LeNet, AlexNet, VGG, Inception, and ResNet Convolutional Neural Networks.
Convolutional neural networks are comprised of two very simple elements, namely convolutional layers and pooling layers.

Although simple…

Читая недавно очередную статью про апскейл ( Upscale — масштабирование изображения до более высокого разрешения), на этот раз про коммерческий продукт Topaz AI Gigapixel, я оставил комментарий...

We’ve created MuseNet, a deep neural network that can generate 4-minute musical compositions with 10 different instruments, and can combine styles from country to Mozart to the Beatles. MuseNet was not explicitly programmed with our understanding of music…

There are discrete architectural elements from milestone models that you can use in the design of your own convolutional neural networks. Specifically, models that have achieved state-of-the-art results for tasks like image classification use discrete architecture…

PyTorch extensions for fast R&D prototyping and Kaggle farming - BloodAxe/pytorch-toolbelt

Pooling can be used to down sample the content of feature maps, reducing their width and height whilst maintaining their salient features. A problem with deep convolutional neural networks is that the number of feature maps often increases with the depth…

Carnegie Mellon University
Course: 11-785, Intro to Deep Learning
Offering: Spring 2019

For more information, please visit: http://deeplearning.cs.cmu.edu/

Contents:
• Reinforcement Learning
• TD Learning
• SARSA

Paradoxes are one of the marvels of human cognition that are hard to using math and statistics. Conceptually, a paradox is a statement…

The rise in popularity and use of deep learning neural network techniques can be traced back to the innovations in the application of convolutional neural networks to image classification tasks.

Some of the most important innovations have sprung from submissions…

It's time to explore the world of bagging and boosting. With these powerful techniques, you can improve the performance of your models...