Write any problem with its solution in respect to problem solving technique.
‘Customers who bought this also bought this…’ we often see this when we shop on Amazon. What is the logic behind recommendation engines?
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Q.Write any problem with its solution in respect to problem solving technique.
Answer:
The process of problem-solving using searching consists of the following steps.
Define the problem
Analyze the problem
Identification of possible solutions
Choosing the optimal solution
Implementation
Example:
8 Puzzle Problem:
In the above figure, our task is to convert the current(Start) state into goal state by sliding digits into the blank space.
The problem formulation is as follows:
Q.‘Customers who bought this also bought this…’ we often see this when we shop on Amazon. What is the logic behind recommendation engines?
Answer:
Let’s take example of Amazon.
Amazon has one of the best recommendation system available out there. I will try to explain this complex system below.
Magic happens mainly due to 3 things.
-> Cookies, Clicks and Machine Learning.
It starts with cookies. When you visit Amazon, several cookies are generated on your browser. These cookies contain information ranging from session, id as well as the time. These cookies stay on your browser until you delete them or Amazon deletes them. Effectively allowing Amazon to know that this is the same dude that accessed Amazon 20 minutes ago, among the pool of millions of active users. These cookies faciliates Amazon in data gathering which it requires in later steps.
Next is, using these cookies Amazon identifies you whether you are an Amazon user or just someone wandering around the site. And accordingly, Amazon starts tracking your clicks and interests & recording them in databases.