Data Science

Building AlexNet with Keras

As the legend goes, the deep learning networks created by Alex Krizhevsky, Geoffrey Hinton and Ilya Sutskever (now largely know as AlexNet) blew everyone out of the water and won Image Classification Challenge (ILSVRC) in 2012. This heralded the new era of deep learning. AlexNet is the most influential modern …

Data Science
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Introduction to Dense Layers for Deep Learning with Keras

The most basic neural network architecture in deep learning is the dense neural networks consisting of dense layers (a.k.a. fully-connected layers). In this layer, all the inputs and outputs are connected to all the neurons in each layer. Keras is the high-level APIs that runs on TensorFlow (and CNTK or …