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...un a RF, 100 trees were generated with m/3 descriptors used at each branch-point, where m was the number of unique descriptors in the training set. The tree ...h as number of layers, neurons, influence the performance of a deep neural net, Ma and his colleagues did a sensitivity analysis. They trained 71 DNNs wit ...

[[File:Source-and-Target-Domain-Office-31-Backpack.png|thumb|right|The Office-31 Dataset Images for Backpack. Shows the variation [[File:RTN-Structure.png|thumb|left|upright|The overarching structure of the RTN. Consists of an exi ...

[[File:weights_mnist2.png|center|400px]] [[File:mnist_figure.png|center|500px]] ...

[[File:cows_in_field.png | 500px ]] Image:labeled_cows.png|Labeled Result ...

[[File:figure1-soroush.png|600px|thumb|center|Figure 1. Our environment is built of real-world places ...Using this environment, the agent can navigate from an arbitrary starting point to a goal and then to another goal etc. Also, London, Paris, and New York C ...

[[File:UnDirGraphCanon.png|thumb|right|Fig.20 The only way to connect 3 nodes in an undirected graph.] [[File:UnDirGraphCase1.png|thumb|right|Fig.21 The ball can pass through the middle node.]] ...

than a convolutional net at recognizing highly overlapping digits. To achieve these [[File:DRBC_Figure_1.png|650px|center||Source: Sabour, Frosst, Hinton, 2017]] ...

'''Learning with an adversarial net:''' ...train through alternating optimization, both methods are improved until a point where the ''counterfeits are indistinguishable from the genuine articles''. ...

...hronously. Each source may have a different bias or noise. ([[Media: Junyi1.png|Figure 1]]) The investment bank with more clients can update their informat [[File:Junyi1.png | 500px|thumb|center|Figure 1: Quotes from four different market participan ...

...of computation and the validity of both approaches were discussed. A main point that was brought up in class is that Frequentists consider X to be a random ...h>. This is the case where each distribution is spherical, around the mean point. ...

[[File:directed.png|thumb|right|Fig.1 A directed graph.]] [[File:undirected.png|thumb|right|Fig.2 An undirected graph.]] ...

...it looks malignant or benign. Some popular methods for diagnosis are the 7-point checklist and the ABCD rubric. They are both based on very subjective crite ...anation of common terms used in ANN (perceptron, back propagation, sematic net, etc.) ...

...cision_boundary decision boundary] where the error rates for classifying a point are equal, where one side of the boundary gives a lower error rate for one [[File:estimation.png|250px|thumb|right|Estimation of the probability of belonging to either clas ...

[[File:cs1.png]] [[File:cs2.png]] ...