Understanding Deep
Found 6 free book(s)What Uncertainties Do We Need in Bayesian Deep Learning ...
papers.nips.ccUnderstanding what a model does not know is a critical part of many machine learning systems. Today, deep learning algorithms are able to learn powerful representations which can map high di-mensional data to an array of outputs. However these mappings are often taken blindly and assumed to be accurate, which is not always the case.
arXiv:1702.08502v3 [cs.CV] 1 Jun 2018
arxiv.orgin image understanding and self-driving systems. The re-cent success of deep convolutional neural network (CNN) models [17, 26, 13] has enabled remarkable progress in pixel-wise semantic segmentation tasks due to rich hier-archical features and an end-to-end trainable framework [21, 31, 29, 20, 18, 3]. Most state-of-the-art semantic seg-
Understanding the Effective Receptive Field in Deep ...
www.cs.toronto.edulead some deep CNNs to start with a small effective receptive field, which then grows during training. This potentially indicates a bad initialization bias. Below we present the theory in Section 2 and some empirical observations in Section 3, which aim at understanding the effective receptive field for deep CNNs. We discuss a few potential ...
Understanding the Brain: the Birth of a Learning Science
www.oecd.orgthe importance of the “depth” of a language‟s orthography: a “deep” language (which maps sounds onto letters with a wide range of variability) such as English or French contrasts with “shallow”, much more “consistent” languages such as Finnish or Turkish. In these cases, particular brain structures get brought
of Visual Features arXiv:1807.05520v2 [cs.CV] 18 Mar 2019
arxiv.orgDeep Clustering for Unsupervised Learning of Visual Features 5 optimizing the following problem: min ;W 1 N XN n=1 ‘(g W(f (x n));y n); (1) where ‘is the multinomial logistic loss, also known as the negative log-softmax function. This cost function is minimized using mini-batch stochastic gradient descent [55] and backpropagation to compute ...
BERKELEY UNIFIED SCHOOL DISTRICT Professional …
www.berkeleyschools.netstudy (lava, legislature, circumference, aorta) and key to understanding a new concept within a text… Recognized as new and “hard” words for most readers (particularly student readers), they are often explicitly defined by the author of a text, repeatedly used, and otherwise heavily scaffolded (e.g., made a part of a glossary).