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id | title | description | keywords | sidebar_label | toc_max_heading_level | ||||||
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geometry | Geometry cheatsheet for coding interviews | Geometry study guide for coding interviews, including practice questions, techniques, time complexity, and recommended resources |
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Geometry | 2 |
Introduction
Geometry is a branch of mathematics that is concerned with properties of space that are related with distance, shape, size, and relative position of figures. Advanced geometry (e.g. 3D geometry) is not taught in most Computer Science courses, so you can expect that you will only be asked on 2D geometry.
In algorithm interviews, geometry is usually not be the focus of the problem (you're not being evaluated on mathematics after all). You typically have to use other algorithms and/or data structures in the problem.
Corner cases
- Zero values. This always gets people.
Techniques
Distance between two points
When comparing the between two points, using dx2 + dy2 is sufficient. It is unnecessary to square root the value. Examples: K Closest Points to Origin
Overlapping circles
To find out if two circles overlap, check that the distance between the two centers of the circles is less than the sum of their radii.
Overlapping rectangles
Two rectangles overlap if the following is true:
overlap = rect_a.left < rect_b.right and \
rect_a.right > rect_b.left and \
rect_a.top > rect_b.bottom and \
rect_a.bottom < rect_b.top
Here's a nice visualization. Examples: Rectangle Overlap
Sample questions
- You have a plane with lots of rectangles on it, find out how many of them intersect.
- Which data structure would you use to query the k-nearest points of a set on a 2D plane?
- Given many points, find k points that are closest to the origin.
- How would you triangulate a polygon?
Essential questions
These are essential questions to practice if you're studying for this topic.
Recommended practice questions
These are recommended questions to practice after you have studied for the topic and have practiced the essential questions.
Recommended courses
import AlgorithmCourses from '../_courses/AlgorithmCourses.md'