Consider a neuron with a single input, x, a corresponding weight, w1, a bias b, and a weight w2 on the output. Show that by choosing the weights and bias appropriately, we can ensure w2σ(w1x+b)≈x for x∈[0,1]. Such a neuron can thus be used as a kind of identity neuron, that is, a neuron whose output is the same (up to scaling by a weight factor) as its input. Hint: It helps to rewrite x=1/2+Δ, to assume w1 is small, and to use a Taylor series expansion in w1Δ.

Students at a high school were asked about their favorite outdoor activity. the results are shown in the two-way frequency table below. fishing camping canoeing skiing total boys 36 44 13 25 118 girls 34 37 22 20 113 total 70 81 35 45 231 select all the statements that are true based on the given table. more girls chose camping as their favorite outdoor activity than boys. more girls chose canoeing as their favorite outdoor activity than those who chose skiing. more boys chose skiing as their favorite outdoor activity than girls. there were more boys surveyed than girls. twice as many students chose canoeing as their favorite outdoor activity than those who chose fishing. more students chose camping as their favorite outdoor activity than the combined number of students who chose canoeing or skiing.