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Pythonによるデータ分析・機械学習プログラミングとAIのローコード開発

1．データ分析のためのPythonプログラミング

Pythonの基本構文（1）

for i in range(1, 101):
    if i % 3 == 0 and i % 5 == 0:
        print('Fizz Buzz!')
    elif i % 3 == 0:

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Colaboratoryの基礎

Notebookの基礎

import this

requestsパッケージのインストール

!pip install requests

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Pythonの基本構文

for i in range(1, 101):
    if i % 3 == 0 and i % 5 == 0:
        print('Fizz Buzz!')
    elif i % 3 == 0:
        print('Fizz!')
    elif i % 5 == 0:
        print('Buzz!')
    else:

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Notebookの基礎

import this

Pycaretのインストール

!pip install pycaret

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Kaggleで学ぶ！機械学習エンジニア入門

Pandasによるデータの可視化と前処理

（1）データの読み込みと表示

df = pd.read_csv('/kaggle/input/titanic/train.csv')
df.head()

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symboling,make,fuel-type,aspiration,num-of-doors,body-style,drive-wheels,engine-location,wheel-base,length,width,height,curb-weight,engine-type,num-of-cylinders,engine-size,fuel-system,bore,stork,compression-ratio,horsepower,peak-rpm,city-mpg,highway-mpg,price
3,alfa-romero,gas,std,two,convertible,rwd,front,88.6,168.8,64.1,48.8,2548,dohc,four,130,mpfi,3.47,2.68,9,111,5000,21,27,13495
3,alfa-romero,gas,std,two,convertible,rwd,front,88.6,168.8,64.1,48.8,2548,dohc,four,130,mpfi,3.47,2.68,9,111,5000,21,27,16500
1,alfa-romero,gas,std,two,hatchback,rwd,front,94.5,171.2,65.5,52.4,2823,ohcv,six,152,mpfi,2.68,3.47,9,154,5000,19,26,16500
2,audi,gas,std,four,sedan,fwd,front,99.8,176.6,66.2,54.3,2337,ohc,four,109,mpfi,3.19,3.4,10,102,5500,24,30,13950
2,audi,gas,std,four,sedan,4wd,front,99.4,176.6,66.4,54.3,2824,ohc,five,136,mpfi,3.19,3.4,8,115,5500,18,22,17450
2,audi,gas,std,two,sedan,fwd,front,99.8,177.3,66.3,53.1,2507,ohc,five,136,mpfi,3.19,3.4,8.5,110,5500,19,25,15250
1,audi,gas,std,four,sedan,fwd,front,105.8,192.7,71

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{"name":"ShopSiteBot","created":"2017-08-27T01:31:53.586Z","intents":[{"intent":"予約","created":"2017-08-27T01:33:08.280Z","updated":"2017-08-27T01:33:33.447Z","examples":[{"text":"予約したい","created":"2017-08-27T01:33:11.737Z","updated":"2017-08-27T01:33:11.737Z"},{"text":"予約の方法を教えて","created":"2017-08-27T01:33:25.476Z","updated":"2017-08-27T01:33:25.476Z"},{"text":"押さえて欲しい","created":"2017-08-27T01:33:33.447Z","updated":"2017-08-27T01:33:33.447Z"}],"description":null},{"intent":"所在地","created":"2017-08-27T01:33:49.210Z","updated":"2017-08-27T01:34:05.254Z","examples":[{"text":"お店はどこにありますか","created":"2017-08-27T01:33:52.925Z","updated":"2017-08-27T01:33:52.925Z"},{"text":"どこにありますか","created":"2017-08-27T01:34:00.547Z","updated":"2017-08-27T01:34:00.547Z"},{"text":"どうやって行けば良いですか","created":"2017-08-27T01:34:05.254Z","updated":"2017-08-27T01:34:05.254Z"}],"description":null},{"intent":"営業時間","created":"2017-08-27T01:32:08.694Z","updated":"2017-08-27T01:32:37.731Z","examples":[{"text":"何時から開いてますか","created":"2017-

inoccu

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require "forwardable"

require "log4r"

require "vagrant/util/retryable"

require File.expand_path("../base", __FILE__)

module VagrantPlugins
  module ProviderVirtualBox