{"id":9597,"date":"2025-06-20T19:02:20","date_gmt":"2025-06-20T10:02:20","guid":{"rendered":"https:\/\/techmania.jp\/blog\/?p=9597"},"modified":"2025-06-20T19:02:22","modified_gmt":"2025-06-20T10:02:22","slug":"numpy-arange","status":"publish","type":"post","link":"https:\/\/techmania.jp\/blog\/numpy-arange\/","title":{"rendered":"\u3010NumPy\u5165\u9580\u3011np.arange\u95a2\u6570\u3067\u7b49\u9593\u9694\u306e\u914d\u5217\u3092\u4f5c\u6210\u3059\u308b"},"content":{"rendered":"\n

Python\u3067\u7b49\u5dee\u6570\u5217\u3092\u751f\u6210\u3059\u308b\u5834\u5408\u3001\u5b9f\u88c5\u65b9\u6cd5\u306e\u4e00\u3064\u3068\u3057\u3066\u62e1\u5f35\u30e2\u30b8\u30e5\u30fc\u30eb\u3067\u3042\u308b NumPy\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

NumPy\u306b\u306f\u3001\u6570\u5217\u3092\u751f\u6210\u3067\u304d\u308b\u95a2\u6570\u3068\u3057\u3066 arange\u95a2\u6570\u3068 linspace\u95a2\u6570\u306e\u4e8c\u3064\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002
\u4eca\u56de\u306e\u8a18\u4e8b\u3067\u306f\u3001\u3053\u306e2\u3064\u306e\u4e2d\u304b\u3089 arange\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u7b49\u5dee\u6570\u5217\u3092\u4f5c\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

arange\u95a2\u6570\u3068\u306f\uff1f<\/h2>\n\n\n\n

arange\u95a2\u6570\u306fNumPy\u306b\u642d\u8f09\u3055\u308c\u3066\u3044\u308b\u6a5f\u80fd\u306e\u3046\u3061\u306e\uff11\u3064\u3067\u3001\u9023\u756a\u3084\u7b49\u5dee\u6570\u5217\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u95a2\u6570\u3067\u3059\u3002
Python\u306e\u6a19\u6e96\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u4f7f\u7528\u3067\u304d\u308b range \u95a2\u6570\u3068\u4ed5\u69d8\u304c\u307b\u3068\u3093\u3069\u4f3c\u3066\u3044\u308b\u305f\u3081\u3001\u57fa\u672c\u7684\u306b\u306f range \u95a2\u6570\u3068\u540c\u3058\u3088\u3046\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

arange\u95a2\u6570\u3068linspace\u95a2\u6570\u306e\u9055\u3044\u306f\uff1f<\/h3>\n\n\n\n

\u5192\u982d\u3067\u3082\u8ff0\u3079\u305f\u3088\u3046\u306b\u3001NumPy\u3092\u4f7f\u3063\u3066\u6570\u5217\u3092\u751f\u6210\u3059\u308b\u65b9\u6cd5\u306e\u4e00\u3064\u3068\u3057\u3066\u3001arange\u95a2\u6570\u306e\u4ed6\u306b linspace\u95a2\u6570\u304c\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u6307\u5b9a\u3057\u305f\u7bc4\u56f2\u5185\u306e\u6570\u5024\u3067\u6570\u5217\u3092\u4f5c\u6210\u3059\u308b\u70b9\u306f\u3069\u3061\u3089\u3082\u540c\u3058\u3067\u3059\u304c\u3001arange\u95a2\u6570\u306f\u5024\u540c\u58eb\u306e\u9593\u9694\uff08\u516c\u5dee\uff09\u3092\u3001linspace\u95a2\u6570\u306f\u4f5c\u6210\u3059\u308b\u6570\u5217\u306e\u8981\u7d20\u6570\u3092\u4efb\u610f\u306b\u6307\u5b9a\u3067\u304d\u308b\u3068\u3044\u3046\u9055\u3044\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u4e0a\u8ff0\u306e\u901a\u308a\u3001arange\u95a2\u6570\u306e\u6a5f\u80fd\u306f\u57fa\u672c\u7684\u306b range\u95a2\u6570\u3068\u540c\u3058\u3067\u3059\u3002
\u958b\u59cb\u5024\u304b\u3089\u7d42\u4e86\u5024-1\u307e\u3067\u306e\u7bc4\u56f2\u306e\u4e2d\u304b\u3089\u3001\u6307\u5b9a\u3057\u305f\u9593\u9694\u3054\u3068\u306b\u9806\u306b\u6570\u5024\u3092\u4e26\u3079\u305f\u6570\u5217\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u4e00\u65b9\u3001linspace\u95a2\u6570\u306e\u5834\u5408\u306f\u4e0a\u8a18\u3068\u306f\u5c11\u3005\u7570\u306a\u308a\u3001\u958b\u59cb\u5024\u304b\u3089\u7d42\u4e86\u5024\u307e\u3067\u306e\u7bc4\u56f2\u3092\u6307\u5b9a\u306e\u8981\u7d20\u6570\u3067\u5206\u5272\u3057\u305f\u6570\u5217\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\u305d\u308c\u305e\u308c\u306e\u9055\u3044\u3092\u3001\u4ee5\u4e0b\u306e\u4f8b\u3067\u898b\u6bd4\u3079\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

\u3010\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3011<\/strong><\/p>\n\n\n\n

import numpy as np\n\nprint(np.arange(1, 10, 2))\nprint(np.linspace(1, 10, 2))<\/code><\/pre><\/div>\n\n\n\n
\u3010\u5b9f\u884c\u7d50\u679c\u3011<\/strong><\/p>\n\n\n\n
[1 3 5 7 9]\n[ 1. 10.]<\/code><\/pre><\/div>\n\n\n\n
\u5f15\u6570\u3067\u6307\u5b9a\u3067\u304d\u308b\u5185\u5bb9\u306b\u9055\u3044\u304c\u3042\u308b\u305f\u3081\u3001\u540c\u3058\u5024\u3092\u6e21\u3057\u3066\u3082\u3053\u306e\u3088\u3046\u306b\u7d50\u679c\u306b\u9055\u3044\u304c\u751f\u3058\u307e\u3059\u3002<\/p>\n\n\n\n
arange\u95a2\u6570\u306e\u4f7f\u3044\u65b9<\/h2>\n\n\n\n
\u3053\u3053\u304b\u3089\u306f\u3001arange\u95a2\u6570\u306e\u5177\u4f53\u7684\u306a\u4f7f\u3044\u65b9\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
arange\u95a2\u6570\u306e\u57fa\u672c\u69cb\u6587<\/h3>\n\n\n\n
\u307e\u305a\u306f\u3001\u57fa\u672c\u69cb\u6587\u304b\u3089\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002
arange\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u969b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8a18\u8ff0\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\u3010\u57fa\u672c\u69cb\u6587\u3011<\/strong><\/p>\n\n\n\n
numpy.arange([start], stop, [step], [dtype])<\/code><\/pre><\/div>\n\n\n\n
\u6307\u5b9a\u3067\u304d\u308b\u5f15\u6570\u306f\u4e0a\u8a18\u306e\uff14\u3064\u3067\u3059\u3002
stop\u4ee5\u5916\u306e\u5f15\u6570\u306f\u7701\u7565\u53ef\u80fd\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
start \u306f\u958b\u59cb\u5024\u3067\u3001\u6307\u5b9a\u3057\u305f\u5024\u3092\u4e00\u3064\u76ee\u306e\u8981\u7d20\u306b\u542b\u3093\u3060\u6570\u5217\u304c\u4f5c\u6210\u3055\u308c\u307e\u3059\u3002
\u53cd\u5bfe\u306b stop \u306f\u7d42\u4e86\u5024\u3068\u306a\u308a\u307e\u3059\u304c\u3001\u3053\u3061\u3089\u306f\u8981\u7d20\u306b\u542b\u307e\u308c\u306a\u3044\u305f\u3081\u3001\u958b\u59cb\u5024\u301c\u7d42\u4e86\u5024\u2212\uff11\u304c\u5b9f\u969b\u306b\u8981\u7d20\u306e\u5024\u3068\u3057\u3066\u4f7f\u7528\u3055\u308c\u5f97\u308b\u7bc4\u56f2\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
start\u3092\u7701\u7565\u3057\u305f\u5834\u5408\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u5024\u306f 0 \u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u3010\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3011<\/strong><\/p>\n\n\n\n
import numpy as np\n\nprint(np.arange(10))\nprint(np.arange(5, 10))<\/code><\/pre><\/div>\n\n\n\n
\u3010\u5b9f\u884c\u7d50\u679c\u3011<\/strong><\/p>\n\n\n\n
[0 1 2 3 4 5 6 7 8 9]\n[5 6 7 8 9]<\/code><\/pre><\/div>\n\n\n\n
start \u3068 stop \u306b\u306f\u3001\u8ca0\u306e\u5024\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n
\u3010\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3011<\/strong><\/p>\n\n\n\n
import numpy as np\n\nprint(np.arange(-10, -1))<\/code><\/pre><\/div>\n\n\n\n
\u3010\u5b9f\u884c\u7d50\u679c\u3011<\/strong><\/p>\n\n\n\n
[-10  -9  -8  -7  -6  -5  -4  -3  -2]<\/code><\/pre><\/div>\n\n\n\n
\u305f\u3060\u3057\u3001\u8ca0\u306e\u5024\u3092\u6307\u5b9a\u3059\u308b\u5834\u5408\u306f\u5fc5\u305a start \u3082\u6307\u5b9a\u3059\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u3087\u3046\u3002
stop \u306e\u307f\u3092\u6307\u5b9a\u3059\u308b\u3068\u3001\u7a7a\u306e\u914d\u5217\u304c\u751f\u6210\u3055\u308c\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u3010\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3011<\/strong><\/p>\n\n\n\n
import numpy as np\n\nprint(np.arange(-10))<\/code><\/pre><\/div>\n\n\n\n
\u3010\u5b9f\u884c\u7d50\u679c\u3011<\/strong><\/p>\n\n\n\n
[]<\/code><\/pre><\/div>\n\n\n\n
dtype\u3067\u306f\u3001\u914d\u5217\u5185\u306e\u8981\u7d20\u306e\u30c7\u30fc\u30bf\u578b\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002
\u30c7\u30d5\u30a9\u30eb\u30c8\u3067\u306f\u3001\u305d\u306e\u4ed6\u306e\u6307\u5b9a\u5185\u5bb9\u306b\u5408\u308f\u305b\u3066\u81ea\u52d5\u3067\u578b\u304c\u6c7a\u5b9a\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\u3010\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3011<\/strong><\/p>\n\n\n\n
import numpy as np\n\nprint(np.arange(10, dtype=float))<\/code><\/pre><\/div>\n\n\n\n
\u3010\u5b9f\u884c\u7d50\u679c\u3011<\/strong><\/p>\n\n\n\n
[0. 1. 2. 3. 4. 5. 6. 7. 8. 9.]<\/code><\/pre><\/div>\n\n\n\n
step\u5e45\u3092\u6307\u5b9a\u3059\u308b<\/h3>\n\n\n\n
\u7b2c3\u5f15\u6570\u306e step \u3067\u3001\u4f5c\u6210\u3059\u308b\u6570\u5217\u306e\u516c\u5dee\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
\u3010\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3011<\/strong><\/p>\n\n\n\n
import numpy as np\n\nprint(np.arange(1, 20, 3))\nprint(np.arange(1, 20, 5))<\/code><\/pre><\/div>\n\n\n\n
\u3010\u5b9f\u884c\u7d50\u679c\u3011<\/strong><\/p>\n\n\n\n
[ 1  4  7 10 13 16 19]\n[ 1  6 11 16]<\/code><\/pre><\/div>\n\n\n\n
\u5f15\u6570\u3092\u7701\u7565\u3057\u305f\u5834\u5408\u306e\u30c7\u30d5\u30a9\u30eb\u30c8\u5024\u306f 1 \u3068\u306a\u3063\u3066\u3044\u308b\u305f\u3081\u3001\u9023\u756a\u306e\u6570\u5217\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\u964d\u9806\u306e\u7b49\u5dee\u6570\u5217\u3092\u4f5c\u6210\u3059\u308b<\/h3>\n\n\n\n
start \u3084 stop \u3068\u540c\u69d8\u306b\u3001step \u306b\u3082\u8ca0\u306e\u5024\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002
\u30de\u30a4\u30ca\u30b9\u5024\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u964d\u9806\u306e\u7b49\u5dee\u6570\u5217\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n
\u3010\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3011<\/strong><\/p>\n\n\n\n
import numpy as np\n\nprint(np.arange(20, 0, -2))<\/code><\/pre><\/div>\n\n\n\n
\u3010\u5b9f\u884c\u7d50\u679c\u3011<\/strong><\/p>\n\n\n\n
[20 18 16 14 12 10  8  6  4  2]<\/code><\/pre><\/div>\n\n\n\n
\u964d\u9806\u3067\u6570\u5217\u3092\u4f5c\u308b\u5834\u5408\u306f\u3001\u5f15\u6570\u306b\u6307\u5b9a\u3059\u308b\u5024\u306b\u6ce8\u610f\u3057\u307e\u3057\u3087\u3046\u3002
\u901a\u5e38\u3068\u540c\u3058\u3088\u3046\u306b stop \u306e\u65b9\u304c\u5927\u304d\u304f\u306a\u308b\u3088\u3046\u6307\u5b9a\u3057\u3066\u3057\u307e\u3046\u3068\u3001\u8981\u7d20\u304c\u683c\u7d0d\u3055\u308c\u305a\u7a7a\u306e\u914d\u5217\u3068\u306a\u3063\u3066\u3057\u307e\u3046\u305f\u3081\u3001\u610f\u56f3\u305b\u306c\u30a8\u30e9\u30fc\u3092\u5f15\u304d\u8d77\u3053\u3059\u539f\u56e0\u306b\u3082\u306a\u308a\u304b\u306d\u307e\u305b\u3093\u3002<\/p>\n\n\n\n
\u3010\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3011<\/strong><\/p>\n\n\n\n
import numpy as np\n\nprint(np.arange(5, 10, -1))<\/code><\/pre><\/div>\n\n\n\n
\u3010\u5b9f\u884c\u7d50\u679c\u3011<\/strong><\/p>\n\n\n\n
[]<\/code><\/pre><\/div>\n\n\n\n
\u8981\u7d20\u306e\u5024\u3092\u964d\u9806\u306b\u3059\u308b\u969b\u306f\u3001\u5fc5\u305a start \u306e\u5024\u304c stop \u3088\u308a\u3082\u5927\u304d\u304f\u306a\u308b\u3088\u3046\u6307\u5b9a\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n
\u4f59\u8ac7\u3067\u3059\u304c\u3001\u901a\u5e38\u306e\u6570\u5217\u306e\u5834\u5408\u306f\u53cd\u5bfe\u306bstart \u306e\u5024\u304c stop \u3092\u4e0a\u56de\u308b\u3068\u540c\u69d8\u306e\u73fe\u8c61\u304c\u8d77\u304d\u3066\u3057\u307e\u3046\u305f\u3081\u3001\u3053\u3061\u3089\u3082\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n
\u5c0f\u6570\u3092\u542b\u3080\u7b49\u5dee\u6570\u5217\u3092\u4f5c\u6210\u3059\u308b<\/h3>\n\n\n\n
range\u95a2\u6570\u3068\u5927\u304d\u304f\u7570\u306a\u308b\u30dd\u30a4\u30f3\u30c8\u3068\u3057\u3066\u3001arange\u95a2\u6570\u3067\u306f\u5404\u5f15\u6570\u306e\u5024\u306b\u6d6e\u52d5\u5c0f\u6570\u70b9\u6570\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
\u3010\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3011<\/strong><\/p>\n\n\n\n
import numpy as np\n\nprint(np.arange(0.1, 1.5, 0.2))<\/code><\/pre><\/div>\n\n\n\n
\u3010\u5b9f\u884c\u7d50\u679c\u3011<\/strong><\/p>\n\n\n\n
[0.1 0.3 0.5 0.7 0.9 1.1 1.3]<\/code><\/pre><\/div>\n\n\n\n
\u8981\u7d20\u306e\u578b\u3082\u81ea\u52d5\u3067float\u578b\u3068\u306a\u308a\u307e\u3059\u3002
\u307e\u305f\u3001\u3053\u3061\u3089\u3082\u6574\u6570\u3068\u540c\u69d8\u306b\u3001\u30de\u30a4\u30ca\u30b9\u5024\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n
\u3010\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u3011<\/strong><\/p>\n\n\n\n
import numpy as np\n\nprint(np.arange(0.5, -1.5, -0.2))<\/code><\/pre><\/div>\n\n\n\n
\u3010\u5b9f\u884c\u7d50\u679c\u3011<\/strong><\/p>\n\n\n\n
[ 0.5  0.3  0.1 -0.1 -0.3 -0.5 -0.7 -0.9 -1.1 -1.3]<\/code><\/pre><\/div>\n\n\n\n
\u6d6e\u52d5\u5c0f\u6570\u70b9\u6570\u3092\u542b\u3080\u7b49\u5dee\u6570\u5217\u3092\u751f\u6210\u3057\u305f\u3044\u5834\u5408\u306f\u3001arange\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u3068\u826f\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n
\u307e\u3068\u3081<\/h2>\n\n\n\n
\u3044\u304b\u304c\u3067\u3057\u305f\u304b\uff1f\u4eca\u56de\u306f\u3001arange\u95a2\u6570\u306e\u4f7f\u3044\u65b9\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n
arange\u95a2\u6570\u306f\u3001\u7b49\u5dee\u6570\u5217\u3092\u7c21\u5358\u306b\u751f\u6210\u3059\u308b\u65b9\u6cd5\u3068\u3057\u3066\u4fbf\u5229\u306a\u6a5f\u80fd\u306e\u4e00\u3064\u3067\u3059\u3002
\u5fc5\u8981\u3068\u306a\u308b\u6a5f\u4f1a\u3082\u591a\u3044\u304b\u3068\u601d\u3044\u307e\u3059\u306e\u3067\u3001\u305c\u3072\u899a\u3048\u3066\u304a\u304f\u3068\u3044\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n
\u307e\u305f\u3001numpy\u306b\u306f arange\u95a2\u6570\u306e\u4ed6\u306b\u3082\u3001\u6570\u5024\u3092\u6271\u3046\u305f\u3081\u306e\u69d8\u3005\u306a\u6a5f\u80fd\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002
\u79d1\u5b66\u8a08\u7b97\u3084\u30c7\u30fc\u30bf\u5206\u6790\u306a\u3069\u306e\u8907\u96d1\u306a\u8a08\u7b97\u3092\u884c\u3046\u969b\u306b\u306f\u5fc5\u9808\u3068\u3082\u8a00\u3048\u308b\u30c4\u30fc\u30eb\u306a\u306e\u3067\u3001\u4eca\u56de\u306e\u95a2\u6570\u3068\u5408\u308f\u305b\u3066\u4f7f\u3044\u6163\u308c\u3066\u304a\u304f\u3068\u5f79\u306b\u7acb\u3061\u307e\u3059\u3002
\u6a5f\u4f1a\u304c\u3042\u308c\u3070\u3001\u305c\u3072\u8abf\u3079\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u306d\u3002<\/p>\n\n\n\n
Python\u306e\u52c9\u5f37\u65b9\u6cd5\u306f\uff1f<\/h2>\n\n\n
\u66f8\u7c4d\u3084\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u3067\u5b66\u7fd2\u3059\u308b\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002\u6628\u4eca\u3067\u306f\u3001YouTube\u306a\u3069\u306e\u52d5\u753b\u30b5\u30a4\u30c8\u3084\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u30b5\u30a4\u30c8\u306a\u3069\u3082\u5145\u5b9f\u3057\u3066\u3044\u3066\u591a\u304f\u306e\u60c5\u5831\u304c\u624b\u306b\u5165\u308a\u307e\u3059\u3002
\u305d\u3057\u3066\u3001\u3088\u308a\u52b9\u7387\u7684\u306b\u77e5\u8b58\u30fb\u30b9\u30ad\u30eb\u3092\u7fd2\u5f97\u3059\u308b\u306b\u306f\u3001\u77e5\u8b58\u3092\u3064\u3051\u306a\u304c\u3089\u5b9f\u969b\u306b\u624b\u3092\u52d5\u304b\u3057\u3066\u307f\u308b\u306a\u3069\u3001\u30a4\u30f3\u30d7\u30c3\u30c8\u3068\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8\u3092\u7e70\u308a\u8fd4\u3057\u3066\u3044\u304f\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u7279\u306b\u72ec\u5b66\u306e\u5834\u5408\u306f\u3001\u6709\u8b58\u8005\u306b\u8cea\u554f\u304c\u3067\u304d\u305f\u308a\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u3082\u3089\u3048\u308b\u3088\u3046\u306a\u74b0\u5883\u304c\u3042\u308b\u3068\u3001\u7406\u89e3\u5ea6\u304c\u6df1\u307e\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n
\u305f\u3060\u3001Python\u306b\u9650\u3089\u305a\u3001IT\u30b9\u30ad\u30eb\u3092\u8eab\u306b\u3064\u3051\u308b\u969b\u3001\u3069\u3046\u3057\u3066\u3082\u8ab2\u984c\u306b\u3076\u3064\u304b\u3063\u3066\u3057\u307e\u3046\u3053\u3068\u306f\u3042\u308a\u307e\u3059\u3088\u306d\u3002\u7279\u306b\u72ec\u5b66\u3060\u3068\u3001\u308f\u304b\u3089\u306a\u3044\u90e8\u5206\u3092\u30d7\u30ed\u306b\u8cea\u554f\u3067\u304d\u308b\u6a5f\u4f1a\u3092\u78ba\u4fdd\u3057\u306b\u304f\u304f\u3001\u30e2\u30c1\u30d9\u30fc\u30b7\u30e7\u30f3\u304c\u7d9a\u304d\u306b\u304f\u3044\u3068\u3044\u3046\u5074\u9762\u304c\u3042\u308a\u307e\u3059\u3002\u72ec\u5b66\u3067\u30e2\u30c1\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u7dad\u6301\u3059\u308b\u81ea\u4fe1\u304c\u306a\u3044\u4eba\u306b\u306f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\u3068\u3044\u3046\u624b\u3082\u3042\u308a\u307e\u3059\u3002\u8cbb\u7528\u306f\u639b\u304b\u308a\u307e\u3059\u304c\u3001\u305d\u306e\u5206\u30b9\u30ad\u30eb\u3092\u8eab\u306b\u3064\u3051\u3084\u3059\u3044\u3067\u3059\u3002\u3057\u3063\u304b\u308a\u3068\u77e5\u8b58\u30fb\u30b9\u30ad\u30eb\u3092\u7fd2\u5f97\u3057\u3066\u5b9f\u8df5\u306b\u6d3b\u304b\u3057\u305f\u3044\u3068\u3044\u3046\u4eba\u306f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n
\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\u306a\u3089\u30c6\u30c3\u30af\u30de\u30cb\u30a2\u304c\u304a\u3059\u3059\u3081\uff01<\/strong><\/span><\/p>\n\n\n\n\n\n
IT\u30b9\u30ad\u30eb\u9700\u8981\u306e\u9ad8\u307e\u308a\u3068\u3068\u3082\u306b\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\u3082\u5897\u3048\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u3069\u306e\u30b9\u30af\u30fc\u30eb\u306b\u901a\u3046\u3079\u304d\u304b\u8ff7\u3063\u3066\u3057\u307e\u3046\u4eba\u3082\u3044\u308b\u3067\u3057\u3087\u3046\u3002\u305d\u3093\u306a\u65b9\u306b\u306f\u30c6\u30c3\u30af\u30de\u30cb\u30a2\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\uff01\u3053\u308c\u307e\u3067\u591a\u304f\u306eIT\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u80b2\u6210\u30fb\u8f29\u51fa\u3057\u3066\u304d\u305f\u30c6\u30c3\u30af\u30de\u30cb\u30a2\u3067\u3082\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30af\u30fc\u30eb\u3092\u958b\u8b1b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\n
\uff1c\u30c6\u30c3\u30af\u30de\u30cb\u30a2\u306e\u7279\u5fb4\uff1e<\/strong>
\u30fb\u305f\u3057\u304b\u306a\u80b2\u6210\u5b9f\u7e3e\u3068\u89aa\u8eab\u306a\u6559\u80b2\u3000\uff5e\u30bb\u30ab\u30f3\u30c9\u30ad\u30e3\u30ea\u30a2\u3092\u5168\u529b\u652f\u63f4\uff5e<\/strong>
\u30fb\u8b1b\u5e2b\u304c\u73fe\u5f79\u30a8\u30f3\u30b8\u30cb\u30a2\u3000\uff5e\u201c\u672c\u5f53\u201d\u306e\u958b\u767a\u30ce\u30a6\u30cf\u30a6\u3092\u76f4\u306b\u5b66\u3079\u308b\uff5e<\/strong>
\u30fb\u5c02\u5c5e\u8b1b\u5e2b\u304c\u5b66\u7fd2\u3092\u5fb9\u5e95\u30b5\u30dd\u30fc\u30c8\u3000\uff5e\u300c\u308f\u304b\u3089\u306a\u3044\u300d\u3092\u5fb9\u5e95\u89e3\u6c7a\uff5e<\/strong>
\u30fb\u5b9f\u52d9\u30d9\u30fc\u30b9\u3067\u30b9\u30ad\u30eb\u3092\u7fd2\u5f97\u3000\uff5e\u5b9f\u8df5\u7684\u306a\u51dd\u7e2e\u30ab\u30ea\u30ad\u30e5\u30e9\u30e0\uff5e<\/strong><\/p>\n<\/div>\n
\u3053\u306e\u3088\u3046\u306a\u7279\u5fb4\u3092\u6301\u3064\u30c6\u30c3\u30af\u30de\u30cb\u30a2\u306fIT\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u30b9\u30bf\u30fc\u30c8\u30e9\u30a4\u30f3\u3068\u3057\u3066\u6700\u9069\u3067\u3059\u3002
\u8a71\u3092\u805e\u304d\u305f\u3044\u30fb\u8a73\u3057\u304f\u77e5\u308a\u305f\u3044\u3068\u3044\u3046\u65b9\u306f\u3053\u3061\u3089<\/a>\u304b\u3089\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>","protected":false},"excerpt":{"rendered":"Python\u3067\u7b49\u5dee\u6570\u5217\u3092\u751f\u6210\u3059\u308b\u5834\u5408\u3001\u5b9f\u88c5\u65b9\u6cd5\u306e\u4e00\u3064\u3068\u3057\u3066\u62e1\u5f35\u30e2\u30b8\u30e5\u30fc\u30eb\u3067\u3042\u308b NumPy\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002 NumPy\u306b\u306f\u3001\u6570\u5217\u3092\u751f\u6210\u3067\u304d\u308b\u95a2\u6570\u3068\u3057\u3066 arange\u95a2\u6570\u3068 linspace\u95a2\u6570\u306e\u4e8c\u3064\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4eca\u56de\u306e\u8a18\u4e8b\u3067\u306f\u3001\u3053\u306e2\u3064\u306e\u4e2d\u304b\u3089 arange\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u7b49\u5dee\u6570\u5217\u3092\u4f5c\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002 arange\u95a2\u6570\u3068\u306f\uff1f arange\u95a2\u6570\u306fNumPy\u306b\u642d […]","protected":false},"author":11,"featured_media":9604,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[15],"tags":[],"class_list":["post-9597","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-programming"],"_links":{"self":[{"href":"https:\/\/techmania.jp\/blog\/wp-json\/wp\/v2\/posts\/9597","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/techmania.jp\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/techmania.jp\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/techmania.jp\/blog\/wp-json\/wp\/v2\/users\/11"}],"replies":[{"embeddable":true,"href":"https:\/\/techmania.jp\/blog\/wp-json\/wp\/v2\/comments?post=9597"}],"version-history":[{"count":2,"href":"https:\/\/techmania.jp\/blog\/wp-json\/wp\/v2\/posts\/9597\/revisions"}],"predecessor-version":[{"id":9603,"href":"https:\/\/techmania.jp\/blog\/wp-json\/wp\/v2\/posts\/9597\/revisions\/9603"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/techmania.jp\/blog\/wp-json\/wp\/v2\/media\/9604"}],"wp:attachment":[{"href":"https:\/\/techmania.jp\/blog\/wp-json\/wp\/v2\/media?parent=9597"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/techmania.jp\/blog\/wp-json\/wp\/v2\/categories?post=9597"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/techmania.jp\/blog\/wp-json\/wp\/v2\/tags?post=9597"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}