一份精简的Numpy使用指引(附python演练)
欢迎大家关注我们的网站和系列教程:http://www.tensorflownews.com/,学习更多的机器学习、深度学习的知识!
Numpy 的主要用途是以数组的形式进行数据操作。 机器学习中大多数操作都是数学操作,而 Numpy 使这些操作变得简单!
让我们一起学习 Numpy 的基础知识!
获得数组信息
import numpy as np
# 获得数组的维数个数
np_array.ndim
# 获得数组的形状
np_array.shape
# 获得数组中总的元素个数
np_array.size
# 数组元素的类型
np_array.dtype
创建数组
import numpy as np
### 通过直接给出的数据创建数组,可以使用 list 或 tuple
### 可以直接指定数组元素的类型
np_array = np.array([[ 0, 1, 2, 3, 4],
[ 5, 6, 7, 8, 9],
[10, 11, 12, 13, 14]])
np_array = np.array([(1.5,2,3), (4,5,6)], dtype=float)
### 有时数组的内容可能是未知的,但想要初始化一个以后再使用。有许多函数实现。
# 创建一个 3*4 的数组,内容初始化为 0
np.zeros((3,4))
# 创建一个 2*3*4 的数组,内容为 1
np.ones((2,3,4), dtype=np.int16)
# 创建一个 2*3 的空数组
np.empty((2,3))
### 也可以使用某些模式创建数组
# 创建一个内容从 10 到 30 的一维数组,间隔为 5
np.arange( 10, 30, 5 )
# 创建一个内容从 0 到 2 的一维数组,间隔为 0.3
np.arange( 0, 2, 0.3 )
# 创建一个从 0 到 2 有 9 个等间隔的元素组成的一维数组
np.linspace( 0, 2, 9 )
基本算法
# 在 Numpy 中,数组上的算术运算符总是应用在元素上。 填充一个新数组并返回结果。
# 例如,如果创建 a 和 b 2个数组,并从 a 中减去 b,将得到下面的结果
# 不能用不同大小的数组执行类似的操作,否则会出现错误
a = np.array( [20,30,40,50] )
b = np.array( [0, 1, 2, 3] )
c = a - b
c = [20, 29, 38, 47]
# 还可以在整个数组上执行元素的标量操作
b**2
b = [0, 1, 4, 9]
# 甚至应用函数
10*np.sin(a)
a = [ 9.12945251, -9.88031624, 7.4511316 , -2.62374854]
# 请记住两个数组间的操作总是应用在每个元素上的
a = np.array( [20,30,40,50] )
b = np.array( [0, 1, 2, 3] )
c = a * b
c = [0, 30, 80, 150]
# numpy 中有许多快速有用的函数,可以经常使用这些函数
a = np.array( [20,30,40,50] )
a.max() # 50
a.min() # 20
a.sum() # 140
# 如果是多维的数组,可以使用 axis 参数
b = np.arange(12).reshape(3,4)
b = [[ 0, 1, 2, 3],
[ 4, 5, 6, 7],
[ 8, 9, 10, 11]]
b.sum(axis=0) # [12, 15, 18, 21]
b.min(axis=1) # [0, 4, 8]
b.cumsum(axis=1) # [[ 0, 1, 3, 6], [ 4, 9, 15, 22], [ 8, 17, 27, 38]]
# 如果有需要,还有更多的数学函数
b = np.arange(3)
b = [0, 1, 2]
np.exp(b) # [ 1.0, 2.71828183, 7.3890561 ]
np.sqrt(b) # [ 0.0 , 1.0, 1.41421356]
np.floor(np.exp(b)) # [ 1.0, 2.0, 7.0 ]
np.round(np.exp(b)) # [ 1.0, 3.0, 7.0 ]
数组切片和变形
# Numpy 数组可以像Python列表一样被索引,切片和迭代
a = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
a[2] # 2
a[2:5] # [2, 3, 4]
a[-1] # 10
a[:8] # [0, 1, 2, 3, 4, 5, 6, 7]
a[2:] # [1, 2, 3, 4, 5, 6, 7, 8, 9, 10]
# 可以在多维数组上做同样的操作! 只需使用逗号分隔即可
b = [[ 0, 1, 2, 3],
[10, 11, 12, 13],
[20, 21, 22, 23],
[30, 31, 32, 33],
[40, 41, 42, 43]]
b[2,3] # 23
b[0:5, 1] # b 的第二列元素 --> [ 1, 11, 21, 31, 41]
b[ : ,1] # 和上面相同 --> [ 1, 11, 21, 31, 41]
b[1:3, : ] # b 数组中第二行和第三行的元素 --> [[10, 11, 12, 13], [20, 21, 22, 23]]
# 从第一轴开始完成对多维数组的迭代
for row in b:
print(row)
# [0 1 2 3]
# [10 11 12 13]
# [20 21 22 23]
# [30 31 32 33]
# [40 41 42 43]
更多的技巧
### 这些都是可以使用的 Numpy 数据类型
np.int64 # 有符号 64 位 int 类型
np.float32 # 标准双精度浮点类型
np.complex # 由128位的浮点数组成的复数类型
np.bool # TRUE 和 FALSE 的 bool 类型
np.object # Python 中的 object 类型
np.string # 固定长度的 string 类型
np.unicode # 固定长度的 unicode 类型
### Numpy 数组可以像算数那样直接比较
a = np.array([1, 2, 3])
b = np.array([5, 4, 3])
# 如果直接比较会得到每一个元素的 bool 值
a == b # array([False, False, True])
a <= 2 # array([False, True, True])
# 如果要比较整个数组,可以使用 Numpy 内置的函数
np.array_equal(a, b) # False
# 可以以数轴为单位排序
c = np.array([[2, 4, 8], [1, 13, 7]])
c.sort(axis=0) # array([[1, 4, 7], [2, 13, 8]])
c.sort(axis=1) # array([[2, 4, 8], [1, 7, 13]])
### 使用 Numpy 内置函数可以轻松的完成数组处理
# 转置数组
d = np.transpose(c)
# 更改数组的形状
c.ravel() # 可以使数组变成一维数组
c.reshape((3, 2)) # 将数组的形状从 (2, 3) 改为 (3, 2)
# 增加或删除元素
np.append(c, d) # 将 c 中元素添加到 d 数组中
np.insert(a, 1, 5, axis=0) # 在轴 0 的索引 1 处插入 5
np.delete(a,[1], axis=1) # 删除轴 1 索引 1 处的元素
# 合并数组
np.concatenate((c,d),axis=0) # 合并数组 c 和 d 轴 0 上的元素
np.vstack((c,d),axis=0) # 垂直合并数组 c 和 d (行方式)
np.hstack((c,d),axis=0) # 水平合并数组 c 和 d (列方式)
aaarticlea/png;base64,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" alt="array">
本篇文章出自http://www.tensorflownews.com,对深度学习感兴趣,热爱Tensorflow的小伙伴,欢迎关注我们的网站!
一份精简的Numpy使用指引(附python演练)的更多相关文章
- 医学图像 | 使用深度学习实现乳腺癌分类(附python演练)
乳腺癌是全球第二常见的女性癌症.2012年,它占所有新癌症病例的12%,占所有女性癌症病例的25%. 当乳腺细胞生长失控时,乳腺癌就开始了.这些细胞通常形成一个肿瘤,通常可以在x光片上直接看到或感觉到 ...
- 硬货 | 手把手带你构建视频分类模型(附Python演练))
译者 | VK 来源 | Analytics Vidhya 概述 了解如何使用计算机视觉和深度学习技术处理视频数据 我们将在Python中构建自己的视频分类模型 这是一个非常实用的视频分类教程,所以准 ...
- 使用scikit-learn解决文本多分类问题(附python演练)
来源 | TowardsDataScience 译者 | Revolver 在我们的商业世界中,存在着许多需要对文本进行分类的情况.例如,新闻报道通常按主题进行组织; 内容或产品通常需要按类别打上标签 ...
- 机器学习中的 7 大损失函数实战总结(附Python演练)
介绍 想象一下-你已经在给定的数据集上训练了机器学习模型,并准备好将它交付给客户.但是,你如何确定该模型能够提供最佳结果?是否有指标或技术可以帮助你快速评估数据集上的模型? 当然是有的,简而言之,机器 ...
- 终极指南:构建用于检测汽车损坏的Mask R-CNN模型(附Python演练)
介绍 计算机视觉领域的应用继续令人惊叹着.从检测视频中的目标到计算人群中的人数,计算机视觉似乎没有无法克服的挑战. 这篇文章的目的是建立一个自定义Mask R-CNN模型,可以检测汽车上的损坏区域(参 ...
- 十 | 门控循环神经网络LSTM与GRU(附python演练)
欢迎大家关注我们的网站和系列教程:http://panchuang.net/ ,学习更多的机器学习.深度学习的知识! 目录: 门控循环神经网络简介 长短期记忆网络(LSTM) 门控制循环单元(GRU) ...
- XGBoost参数调优完全指南(附Python代码)
XGBoost参数调优完全指南(附Python代码):http://www.2cto.com/kf/201607/528771.html https://www.zhihu.com/question/ ...
- centos 7 keepalived故障邮件通知实战(附Python邮件发送脚本)
centos 7 keepalived故障邮件通知实战(附Python邮件发送脚本) ##################### sendmail.py begin ######## ...
- (转)利用Auto ARIMA构建高性能时间序列模型(附Python和R代码)
转自: 原文标题:Build High Performance Time Series Models using Auto ARIMA in Python and R 作者:AISHWARYA SI ...
随机推荐
- css雪碧图压缩
cssgaga下载地址 链接: https://pan.baidu.com/s/1Q9xH_XzumIc7vTLCZ3tr5A 提取码: stqe CssGaga功能特性 合并import的CSS文件 ...
- Roma - Facebook工具链大一统
什么是roma roma,中文名罗马,是Facebook的rn团队的产出,是一个试验性质的javascript工具链,集编译,linter,格式化,打包,测试等等于一体.目标是成为一个处理javasc ...
- 搭建Flutter开发环境需要注意的几个小Tips
目录 下载SDK 安装 Android Stdio + SDK + tool SDK + 创建模拟器 + 插件(flutter和dart) Xcode + cocoapods VSCode + Flu ...
- blender 2.8 [学习笔记-04] 编辑模式-网格拆分
在编辑模式下
- angular - collapse--TemplateRef
用的ant collapse组件 需要自定义Header 请忽略前面的dw... 主要是TemplateRef<void> 查了半天.可以实现效果,直接上代码,我也不懂为什么 反正实现了 ...
- webpack压缩图片之项目资源优化
webpack打包时,会根据webpack.config.js 中url-loader中设置的limit大小来对图片进行处理,小于limit的图片转化成base64格式,其余的不做操作.对于比较大的图 ...
- SpringBoot入门系列(五)Thymeleaf的常用标签和用法
前面介绍了Spring Boot 中的整合Thymeleaf .不清楚的朋友可以看看之前的文章:https://www.cnblogs.com/zhangweizhong/category/16577 ...
- ggplot2练习
图源于电力电子课本65页——电容滤波的单相不可控整流电路. f<-function(w,d) { l<-w/sqrt(w^2+1)*exp(-atan(w)/w)*exp(-d/w) r& ...
- Vue2.0 【第一季】第4节 v-text & v-html
目录 Vue2.0 [第一季]第4节 v-text & v-html 第四节 v-text & v-html Vue2.0 [第一季]第4节 v-text & v-html 第 ...
- iviewadmin url 加入 Router base #viewDesignAdmin
router/index.js const router = new Router({ routes, base: '/viewDesignAdmin/', mode: 'history' ...