A Quick Deep Learning Tutorial
This three-hour course (video + slides) offers builders a fast introduction to deep-studying fundamentals, with some TensorFlow thrown into the bargain.
As of 2011, the cutting-edge in deep learning feedforward networks alternates convolutional layers and max-pooling layers, ninety eight 99 topped by several absolutely linked or sparsely related layer followed by a remaining classification layer. Training is usually carried out with none unsupervised pre-coaching. Since 2011, GPU-primarily based implementations 98 of this strategy won many pattern recognition contests, together with the IJCNN 2011 Traffic Sign Recognition Competition, one hundred the ISBI 2012 Segmentation of neuronal structures in EM stacks problem, one zero one the ImageNet Competition , 16 and others.
He co-authored a paper in 2006 titled A Fast Learning Algorithm for Deep Belief Nets ” in which they describe an method to coaching deep” (as in a many layered community) of restricted Boltzmann machines. Here, you may learn to … Read more