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1.1概论.ipynb @master

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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "inputHidden": false
   },
   "source": [
    "# Python语言简介"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "inputHidden": false
   },
   "source": [
    "<img src = \"images/ch1/1.png\">"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "inputHidden": false
   },
   "source": [
    "![yuque_diagram.jpg](attachment:06b0642d-25c1-4358-a681-069c6d80e200.jpg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "inputHidden": false
   },
   "source": [
    "## 1.1 程序设计语言现状"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "inputHidden": false
   },
   "source": [
    "计算机从诞生发展到现在,全世界有超过 2500 种有文档资料的计算机语言,但真正活跃的语言不到 100 种,而最活跃的Python、C/C++、Java、C# 和 JavaScript 等 20 种语言大约占据 80% 的市场。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "inputHidden": false
   },
   "source": [
    "<img src = \"images/ch1/2.png\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "inputHidden": false
   },
   "source": [
    "## 1.2 Python发展历史 "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "inputHidden": false
   },
   "source": [
    "Python 程序设计语言的作者 Guido van Rossum 是荷兰人。1982年,Guido 从阿姆斯特丹大学获得了数学和计算机硕士学位。当时他接触并使用如 Pascal、C和Fortran 等语言,这些语言的基本设计原则是让计算机能更高效的运行,程序员要尽可能像计算机一样思考,以便能写出更符合计算机特点的程序,这使编程需要耗费大量的时间。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "inputHidden": false
   },
   "source": [
    "<img src = \"images/ch1/3.png\" width = \"300\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "inputHidden": false
   },
   "source": [
    "1989年,Guido开始写Python语言的解释器,他希望Python 语言成为一种介于 C 语言和 Shell 之间,功能全面、易学易用、可拓展的语言。\n",
    "\n",
    "Python 来自 Guido 所挚爱的电视剧 Monty Python's Flying Circus。1991年,公开发行了第一个 Python版本,Python语言从诞生便具有类(class)、函数(function)、异常处理(exception)、包括列表(list)和词典(dictionary)在内的核心数据类型,以及模块(module)为基础的拓展系统。\n",
    "\n",
    "Python 语言将许多机器层面上的细节隐藏,交给编译器处理,程序员可以花更多的时间用于<font color=Red>__思考程序的逻辑__</font>,而不是具体的实现细节,这一优异的特性吸引了广大的程序员。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "inputHidden": false
   },
   "source": [
    "<img src = \"images/ch1/4.png\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "inputHidden": false
   },
   "source": [
    "<img src = \"images/ch1/5.png\">"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "inputHidden": false
   },
   "source": [
    "2000 年 10 月,Python 2.0 正式发布,开启了 Python 语言广泛应用的新时代,这个版本最终版本号是 2.7.18,目前已经停止更新。早期Linux 各发行版和 Mac OS 都内置了 Python 2,目前较新的发行版正在将内置Python替换为Python 3。\n",
    "\n",
    "2008 年 12 月,Python 3.0 正式发布,**<font color=Red>__相对于Python 2.0 做了较大的升级且没有考虑向下兼容__</font>**,目前被广泛使用的基本上都是Python 3。本书完稿时,Python 3 最新的版本号是3.10.7,所以本书将以Python 3.10.0为基础进行讲解,书中的示例和讲解内容都是基于这个版本进行的,绝大多数示例都可以在python3.6以上的版本中调试通过。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "inputHidden": false
   },
   "source": [
    "## 1.3 Python应用"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "inputHidden": false
   },
   "source": [
    "Python是通用程序设计语言,是目前最受欢迎的程序设计语言,在多个主流程序设计语言排行榜中雄居榜首,5 次获得Tiobe年度语言。Python语言被广泛应用于<font color=Red>__验证算法、快速开发、测试运维、Web开发、游戏开发、网络爬虫、数据分析、可视化和人工智能__</font>等领域。\n",
    "\n",
    "在AI产业领域,95%甚至更多的AI从业人员都是来自各行各业,他们掌握各自领域知识和数据资源,其主要工作是分析和处理数据。对于这些人员来说,Python 拥有非常良好的计算生态,拥有丰富的数字算法和强悍的数据处理方法,拥有易学易用、高效开发的特点,加之基于Python的PyTorch和TensorFlow等深度学习框架的广泛应用,使Python成为<font color=Red>__人工智能__</font>与<font color=Red>__大数据__</font>领域事实上的标准程序设计语言。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "inputHidden": false
   },
   "source": [
    "<img src = \"images/ch1/6.png\" width=\"300\">"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 [1, 2, 4, 3, 4, 6, 5, 6, 7, 8, 9]2 [1, 2, 4, 3, 4, 6, 5, 6, 7, 8, 9]\n",
      " [1, 4, 3, 4, 6, 5, 6, 7, 8, 9]\n",
      "3 [1, 4, 3, 4, 6, 5, 6, 7, 8, 9]4 [1, 4, 3, 4, 6, 5, 6, 7, 8, 9]\n",
      " [1, 3, 4, 6, 5, 6, 7, 8, 9]\n",
      "5 [1, 3, 4, 6, 5, 6, 7, 8, 9]6 [1, 3, 4, 6, 5, 6, 7, 8, 9]\n",
      " [1, 3, 4, 5, 6, 7, 8, 9]\n",
      "8 [1, 3, 4, 5, 6, 7, 8, 9]\n",
      " [1, 3, 4, 5, 6, 7, 9]\n"
     ]
    }
   ],
   "source": [
    "ls = [1, 2, 4, 3, 4, 6, 5, 6, 7, 8, 9]\n",
    "for i in ls:\n",
    "    print(i,ls,end='')\n",
    "    if i % 2 == 0:\n",
    "        ls.remove(i)\n",
    "        print('\\n',ls) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[3, 4, 5]\n"
     ]
    }
   ],
   "source": [
    "T = (0, 1, 2, [3, 4])  \n",
    "  \n",
    "modified_list = T[-1] + [5]  \n",
    "print(modified_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[3, 4, 5]\n"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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