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Fibonacci number

2024-10-02 18:03:02   220人阅读

https://github.com/Premiumlab/Python-for-Algorithms--Data-Structures--and-Interviews/blob/master/Mock%20Interviews/Large%20Search%20Engine%20Company%20/Search%20Engine%20Company%20-%20Interview%20Problems%20-%20SOLUTIONS/Phone%20Screen.ipynb

 

 

 

Phone Screen

This phone screen will consist of a non-technical series of questions about you and the company, and then a second half of a simple technical question to be coded out

Non-Technical Questions

Answer the following questions (2-5 minute responses) technical answers not required, more interested in hearing about your reasoning

 
  • Give me some quick background about you (go over your resume)
  • Why do you want to work here?
  • What‘s your favorite programming language and why?
  • Where do you see yourself in 5 years?
  • Do you have any questions about the company for me?
 

Solution

There aren‘t really any "correct" answers here, just make sure you‘re prepared to answer the following questions about the company you‘re interviewing with. Be honest, friendly and ready to defend any statements you make with logical arguments to back them up. Note, you should ALWAYS have follow-up questions.

 

Technical Questions

Answer the following question in the Markdown cell below. It‘s important to note that the cell below does NOT have syntax highlighting, its common in a phone screen interview to be given a text editor hich doesn‘t have anything more than basic text support

  1. Write a function that computes the Nth fibonacci number
 

Solution

There‘s many ways to answer this question, you might be required to solve it multiple ways and discuss some pros and cons of each way. Listed below are various solutions

 
 
## Example 1: Using looping technique
def fib(n):
    
    a,b = 1,1
    for i in range(n-1):
        a,b = b,a+b
    return a

print fib(7)
    
# Using recursion    
def fibR(n):
    if n==1 or n==2:
        return 1
    return fib(n-1)+fib(n-2)

print fibR(7)
 
## Example 3: Using generators
a,b = 0,1
def fibI():
    global a,b
    while True:
        a,b = b, a+b
        yield a
f=fibI()
f.next()
f.next()
f.next()
f.next()
f.next()
f.next()
print f.next()

 
## Example 4: Using memoization
def memoize(fn, arg):
    memo = {}
    if arg not in memo:
        memo[arg] = fn(arg)
    return memo[arg]
 
## fib() as written in example 1.
fibm = memoize(fib,7)
print fibm
 
## Example 5: Using memoization as decorator
class Memoize:
    def __init__(self, fn):
        self.fn = fn
        self.memo = {}
    def __call__(self, arg):
        if arg not in self.memo:
            self.memo[arg] = self.fn(arg)
            return self.memo[arg]
 
@Memoize
def fib(n):
    a,b = 1,1
    for i in range(n-1):
        a,b = b,a+b
    return a
print fib(7)

 

 
 
 
 
13
13
13
13
13
 

Below is a table depicting averaged relative performance time in seconds over 10 runs to caluclate the 15000th fibonacci number.

Fib(n=15000)
loops recursion generators memoization memoization as decorator
45 87 58 44 43
47 88 58 42 42
51 92 60 44 43
43 87 58 42 43
48 92 61 42 44
45 87 59 43 44
44 85 57 42 44
44 87 62 43 43
48 86 59 42 43
45 91 61 45 45
46 88.2 59.3 42.9 43.4 (Avg)
 

Good Job!

Fibonacci number


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