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# Artificial neural network master thesis

we are, the AI Initiative is an initiative of, the Future Society incubated at Harvard Kennedy School and dedicated to the rise of Artificial Intelligence. Li,.; Fu,.; Li,.; Zhang,. This article is about the computer algorithm. Created in 2015, it gathers students, researchers, alumni, faculty and experts from Harvard and beyond, interested in understanding the consequences of the rise of Artificial Intelligence. Improvements and convergences in machine learning and neurosciences combined with the availability of massive datasets and the ubiquity of high-performance scalable computing are propelling us into a new age. Displaystyle delta _jfrac partial Epartial o_jfrac partial o_jpartial jtext is an output neuron sum _ell in Lw_jell delta _ell )o_j(1-o_j) textif jtext is an inner neuron. 13 34 In 1993, Wan was the first 22 to win an international pattern recognition contest through backpropagation.

#### AI Initiative Artificial Intelligence

Below, x1,x2,displaystyle x_1,x_2,dots will denote vectors in Rmdisplaystyle mathbb R m, y1,y2,displaystyle y_1,y_2,dots vectors in Rndisplaystyle mathbb R n, and w0,w1,w2,displaystyle w_0,w_1,w_2,ldots vectors in Redisplaystyle mathbb. Therefore, linear neurons are used for simplicity and easier understanding. Paulson School of Engineering and Applied Science Chief Technological Officer, Harvard University Illah. Then the neuron learns from training examples, which in this case consists of a set of tuples (x1,x2,t)displaystyle (x_1,x_2,t) where x1displaystyle x_1 and x2displaystyle x_2 are the inputs to the network and t is the correct output (the output the network should eventually produce given. The promise these developments hold is immense; so too are the risks. Backpropagation uses these error values to calculate the gradient of the loss function. Kennedy School of Government Tarig Hilal Close Tarig Hilal Maria Portela Close Maria Portela Representing The Future Society at Harvard Kennedy School in Barcelona Geoffrey Delcroix Close Geoffrey Delcroix Soushiant Zanganehpour Close Soushiant Zanganehpour Katharina Werner Close Katharina Werner Léa Peersman Pujol Close Léa Peersman. 10 In 1986 through the work of David.

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