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 "cells": [
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   "source": [
    "[![Open in Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/justmarkham/scikit-learn-tips/master?filepath=notebooks%2F36_keyword_arguments.ipynb)\n",
    "\n",
    "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/justmarkham/scikit-learn-tips/blob/master/notebooks/36_keyword_arguments.ipynb)\n",
    "\n",
    "# 🤖⚡ scikit-learn tip #36 ([video](https://www.youtube.com/watch?v=oIcS_pvNtpo&list=PL5-da3qGB5ID7YYAqireYEew2mWVvgmj6&index=36))\n",
    "\n",
    "New in version 0.23: Most parameters are now expected to be passed as keyword arguments.\n",
    "\n",
    "They will raise a warning ⚠️ if passed positionally, and will error 🛑 starting in 0.25.\n",
    "\n",
    "See example 👇"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.svm import SVC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/kevin/miniconda3/envs/sk23/lib/python3.8/site-packages/sklearn/utils/validation.py:68: FutureWarning: Pass C=0.1, kernel=linear as keyword args. From version 0.25 passing these as positional arguments will result in an error\n",
      "  warnings.warn(\"Pass {} as keyword args. From version 0.25 \"\n"
     ]
    }
   ],
   "source": [
    "# positional arguments\n",
    "clf = SVC(0.1, 'linear')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# keyword arguments\n",
    "clf = SVC(C=0.1, kernel='linear')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Want more tips? [View all tips on GitHub](https://github.com/justmarkham/scikit-learn-tips) or [Sign up to receive 2 tips by email every week](https://scikit-learn.tips) 💌\n",
    "\n",
    "© 2020 [Data School](https://www.dataschool.io). All rights reserved."
   ]
  }
 ],
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