How does the Google “Did you mean?” Algorithm work? [closed]

Here’s the explanation directly from the source ( almost ) Search 101! at min 22:03 Worth watching! Basically and according to Douglas Merrill former CTO of Google it is like this: 1) You write a ( misspelled ) word in google 2) You don’t find what you wanted ( don’t click on any results ) … Read more

What is an NP-complete in computer science?

What is NP? NP is the set of all decision problems (questions with a yes-or-no answer) for which the ‘yes’-answers can be verified in polynomial time (O(nk) where n is the problem size, and k is a constant) by a deterministic Turing machine. Polynomial time is sometimes used as the definition of fast or quickly. … Read more

What algorithms compute directions from point A to point B on a map?

Speaking as someone who spent 18 months working at a mapping company, which included working on the routing algorithm… yes, Dijkstra’s does work, with a couple of modifications: Instead of doing Dijkstra’s once from source to dest, you start at each end, and expand both sides until they meet in the middle. This eliminates roughly … Read more

A simple explanation of Naive Bayes Classification [closed]

The accepted answer has many elements of k-NN (k-nearest neighbors), a different algorithm. Both k-NN and NaiveBayes are classification algorithms. Conceptually, k-NN uses the idea of “nearness” to classify new entities. In k-NN ‘nearness’ is modeled with ideas such as Euclidean Distance or Cosine Distance. By contrast, in NaiveBayes, the concept of ‘probability’ is used … Read more

What is the difference between a generative and a discriminative algorithm? [closed]

Let’s say you have input data x and you want to classify the data into labels y. A generative model learns the joint probability distribution p(x,y) and a discriminative model learns the conditional probability distribution p(y|x) – which you should read as “the probability of y given x“. Here’s a really simple example. Suppose you … Read more

How do I create a URL shortener? [closed]

I would continue your “convert number to string” approach. However, you will realize that your proposed algorithm fails if your ID is a prime and greater than 52. Theoretical background You need a Bijective Function f. This is necessary so that you can find a inverse function g(‘abc’) = 123 for your f(123) = ‘abc’ … Read more

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