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CS231n:Python Numpy教程

时间:2018-02-22 23:52:09      阅读:392      评论:0      收藏:0      [点我收藏+]

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  • Python
    • 基本数据类型
    • 容器
      • 列表
      • 字典
      • 集合
      • 元组
    • 函数  
  • Numpy
    • 数组  
    • 访问数组
    • 数据类型
    • 数组计算
    • 广播
  • SciPy
    • 图像操作
    • MATLAB文件
    • 点之间的距离
  • Matplotlib
    • 绘制图形
    • 绘制多个图形
    • 图像

Python


python实现的经典的quicksort算法

 1 def quicksort(arr):
 2     if len(arr)<=1:
 3         return arr
 4     pivot = arr[len(arr)/2]
 5     left = [x for x in arr if x < pivot]
 6     middle = [x for x in arr if x == pivot]
 7     right = [x for x in arr if x > pivot]
 8     return quicksort(left) + middle + quicksort(right)
 9 
10 print quicksort([3,6,8,10,1,2,1])
11 #prints "[1,1,2,3,6,8,10]"

数字:整型和浮点型的使用与其他语言类似。

x = 3
print(type(x))#printd "<type ‘int‘>"
print(x) #prints "3"
print(x + 1) #Addition;prints "4"
print(x - 1) #Subtraction; prints "2"
print(x * 2) #Multiplication; prints "6"
print(x ** 2) #Expoentiaton; prints "9"
x += 1
print(x)# prints "4"
x *= 2
print(x) #prints "8"
y = 2.5
print(type(y))# prints "<type ‘float‘>"
print(y,y + 1,y * 2,y ** 2) #prints "2.5 3.5 5.0 6.25"

注意!!!! Python 中没有x++和x--的操作符。

布尔型:Python实现了所有的布尔逻辑。

t = True
f = False

print(type(t)) #prints "<type‘bool‘>"
print(t and f ) #logical AND; prints "False"
print(t or f )#Logical OR; prints "True"
print( not t )#Logical NOT; prints "False"
print(t != f) #Logical XOR;prints "True"

字符串

hello = hello #String literals  can use single quotes
world = world # pr double quotes; it does not matter,
print(hello) #prints "hello"
print(len(hello)) #String length; prints "5"
hw = hello +  + world #String concatention
print(hw)# prints "hello world "
hw12 = %s %s %d % (hello,world,12) #sprintf style string formatting
print(hw12)#prints "hello world 12"

字符串对象的方法

s = "hello"
print(s.capitalize()) #Capitalize a string prints "hello"
print(s.upper()) #Convert a stirng to upercase; prints "HELLO"
print(s.rjust(7))#Righr-justify a string,padding with space; prints "  hello"
print(s.center(7))#Center a string,padding with space;prints " hello "
print(s.replace(l,(ell))) #Replace all instance of one substring with another;
                                #prints "he(ell)(ell)o"
print( world.strip())#Strip leading and trailing whitespace; prints "world"

容器 Containers

容器类型:列表(lists) 字典(dictionaries) 集合(sets)和元组(tuples)

列表Lists

列表就是python 中的数组,但是列表长度可变,且能包含不同类型元素

xs  = [3,1,2] #Create a list
print( xs ,xs[2]) #prints "[3,1,2] 2"
print(xs[-1]) #Negative indices count from the end of the list; prints "2"
xs[2] = foo #Lists can contain elements of different types
print(xs) #Prints "[3,1,‘foo‘]"
xs.append(bar)#Add a new element to the end of the list
print(xs) #prints
x = xs.pop()#Remove and return the last element of the list
print(x,xs)#Prints "bar [3,1,‘foo‘]"

切片Slicing : 为了一次性地获取列表中的元素,python 提供了一种简洁的语法,这就是切片。

nums = list(range(5)) #range is a built-in function that creates a list of integers
print(nums)#prints "[0,1,2,3,4]"
print(nums[2:4])#Get a slice from index 2 to 4 (exclusive); prints ‘[2,3]"
print(nums[2:])#Get a slice from index 2 to the end; prints "[2,3,4]"
print(nums[:2])#Get a slice from the start to index 2 (exclusive); prints "[0,1]"
print(nums[:])#Get a slice of the whole list ; prints "[0,1,2,3,4]"
print(nums[:-1])#Slice indices can be negative; prints "[0,1,2,3]"
nums[2:4] = [8,9]      # Assign a new sublist to a slice
print(nums)#prints "[0,1,8,9,4]"

在Numoy数组的内容中,再次看到切片语法。

循环LOOPS

animals =[cat,dog,monkey]
for animal in animals:
    print(animal)
#prints "cat", "dog","monkey",each on its own line.

如果想要在循环体内访问每个元素的指针,可以使用内置的enumerate函数

animals = [cat ,dog,monkey]
for idx,animal in enumerate(animals):
    print(#%d: %s%(idx + 1,animal))

#prints "#1: cat","#2: dog","#3: monkey",each on its own line

列表推导List comprehensions :在编程的时候,我们常常想要将一个数据类型转换为另一种。

将列表中的每个元素变成它的平方。

nums = [0,1,2,3,4]
squares = []
for x in nums:
    squares.append(x ** 2)
print(squares) #Prints [0,1,4,9,16]

使用列表推导:

nums  = [0,1,2,3,4]
squares = [x ** 2 for x in nums]
print(squares) # prints [0,1,4,9,16]

列表推导还可以包含条件:

nums = [0,1,2,3,4]
even_squares = [x ** 2 for x in nums if x % 2 == 0]
print(even_squares) # prints "[0,4,16]"

字典Dicionaries

字典用来存储(键,值)对,

d = {cat:cute,dog:furry}#Create a new dictionary with come data
print(d[cat]) #Get an entry from a dictionary ; prints "cute"
print(cat in d) #Check if a dictionary has a given key; prints "Ture"
d[fish] = wet #Set an entry in a dictionary
print(d[fish]) # prints "wet"
# print d[‘monkey‘] #KeyError: ‘monkey ‘ not a key of d
print(d.get(monkey,N/A)) # Get an element with a default; prints "N/A"

print(d.get(fish,N/A))#Get an element with a default ; prints "wet"
del d[fish] #Remove an element from a dictionary
print(d.get(fish,N/A)) # "fish" is no longer a key ;prints "N/A"

循环LOOPS:在字典中,用键来迭代。

d = {person:2,cat:4,spider:8}
for animal in d:
    legs = d[animal]
    print(A %s has %d legs % (animal,legs))
#Prints "A person has 2 legs", " A spider has 8 legs","A cat has 4 legs"

访问键和对应的值,使用items方法:

d = {person:2,cat:4,spider:8}
for animal,legs in d.items():
    print(A %s has %d legs % (animal,legs))
#prints " A person has 2 legs","A spider has 8 legs","A cat has 4 legs"

字典推导Dictionary comprehensions :和列表推导类似,但是允许你方便地构建字典。

nums = {0,1,2,3,4}
even_num_square = {x:x**2 for x in nums if x % 2 == 0}
print(even_num_square) #  prints "{0:0,2:4,4:16}"

 

CS231n:Python Numpy教程

标签:dice   pre   迭代   for   anim   cap   cat   spider   ring   

原文地址:https://www.cnblogs.com/Davirain/p/8460282.html

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