Explore Courses Blog Tutorials Interview Questions
0 votes
in AI and Deep Learning by (50.2k points)

I love to work on AI optimization software (Genetic Algorithms, Particle Swarm, Ant Colony, ...). Unfortunately, I have run out of interesting problems to solve. What problem would you like to have solved?

1 Answer

0 votes
by (108k points)

Real-life examples of optimization problems


– What is given: There is a set of tasks to be completed, with durations and with mutual constraints (e.g. task ordering; joint resources).

– The goal is: Your goal is to generate the shortest schedule (assignment of start times to tasks) possible.

VLSI circuit layout

– What is given: There is a board, components, and connections of the circuit.

– The goal is: We have to place each component on the board such as to maximize energy efficiency and minimize the production cost.

In AI: learning, for example:

– What is given: There are customers that are described by their characteristics (age, occupation, gender, location, etc) and their previous book purchases.

– The goal is: We have to find a function from customer characteristics to books which maximize the probability of purchase of the particular book.

Welcome to Intellipaat Community. Get your technical queries answered by top developers!

30.5k questions

32.5k answers


108k users

Browse Categories