38 - function สร้างคำสั่งไว้ใช้งาน.ipynb

{
 "cells": [
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![Function.png](attachment:Function.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1) สร้าง `function` ด้วย `def`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "เราสามารถจัดเก็บการกระทำไว้ในรูปแบบของ `function` ด้วยการสร้างผ่าน `def`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def hello():\n",
    "    print('hello')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hello\n"
     ]
    }
   ],
   "source": [
    "hello()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2) ให้ `function` รับ `input` ผ่าน `()`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "เราสามารถกำหนด `input` ผ่านการระบุ `ตัวแปร` ใน `()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def hello(name):\n",
    "    print(f'hello {name}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "hello john\n"
     ]
    }
   ],
   "source": [
    "hello('john')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3) ให้ `function` สร้าง `object` ผ่าน `return`"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "สร้าง `object` ผ่าน `return`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def hello(name):\n",
    "    return 'hello' + ' ' + name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'hello john'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hello('john')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ติดต่อเราได้ที่\n",
    "\n",
    "Facebook  : www.facebook.com/ultimatepython\n",
    "\n",
    "Website   : www.ultimatepython.com\n",
    "\n",
    "Messenger : www.m.me/ultimatepython"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}