Questions tagged [computational-complexity]

The amount of resources required to run a given algorithm in relation to a given task.

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Given an input $x \in R^{1\times d}$ and a network with $s$ hidden layers, is the time complexity of the forward pass $O(d^{2}s)$? [duplicate]

I have a neural network that takes as an input a vector of $x \in R^{1\times d}$ with $s$ hidden layers and each layer has $d$ neurons (including the output layer). If I understand correctly the ...
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2answers
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Using human driver behavior data to train autonomous vehicles

If I have a car and a human is driving a car on a daily basis. I create a system to analyze the human routines of driving and implement this system in maybe 10,000 cars. I use that data to train an ...
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244 views

How to estimate the cost and time to complete an AI Projects

If you are a freelancer, when a client asks to create a website we can easily measure how much the total cost is needed based on the requirements of the client. (the backend, UI/UX design, features, ...
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238 views

Why is exact inference in a Bayesian network both NP-hard and P-hard?

I should show that exact inference in a Bayesian network (BN) is NP-hard and P-hard by using a 3-SAT problem. So, I did formulate a 3-SAT problem by defining 3-CNF: $$(x_1 \lor x_2) \land (\neg x_3 \...