![\"cat38.gif\"](\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d222b37434c4406c25ebe\/2-0.gif\" "\\"\\"")
<\/div>\n<\/p>\n
Docker<\/h2>\n
\u8bf7\u5b89\u88c5Docker\uff0c\u5e76\u5728Windows\u548cMac\u4e0a\u63d0\u524d\u542f\u52a8Docker\u3002
\n\u5728Windows\u4e0a\uff0c\u5982\u679c\u6ca1\u6709\u542f\u7528Intel\u865a\u62df\u5316\uff08Bios\u8bbe\u7f6e\uff09\uff0cDocker\u53ef\u80fd\u65e0\u6cd5\u542f\u52a8\u3002
\n\u6b64\u5916\uff0c\u53ef\u80fd\u4f1a\u51fa\u73b0\u5b89\u5168\u8b66\u544a\u7b49\u60c5\u51b5\u3002<\/p>\n
\u8fd0\u884c docker<\/h2>\n$ docker pull kaizenjapan\/anaconda-gavin\r\n\r\n$ docker run -it -p 8888:8888 kaizenjapan\/anaconda-gavin \/bin\/bash\r\n<\/code><\/pre>\n\u5728\u4ee5\u4e0b\u7684shell\u4f1a\u8bdd\u4e2d\uff0c
\n(base) root@f19e2f06eabb:\/# \u662f\u547d\u4ee4\u63d0\u793a\u7b26\u3002\u5b9e\u9645\u4e0a\u6570\u5b57\u90e8\u5206\u53ef\u80fd\u6709\u6240\u4e0d\u540c\u3002\u8bf7\u8f93\u5165#\u53f3\u8fb9\u7684\u5185\u5bb9\u3002
\n\u5176\u4ed6\u884c\u662f\u8f93\u51fa\u3002\u5982\u679c\u8f93\u51fa\u6709\u9519\u8bef\u6216\u5dee\u5f02\uff0c\u8bf7\u5728\u8bc4\u8bba\u533a\u7b49\u5730\u4e0e\u6211\u8054\u7cfb\u3002
\n\u53bb\u6bcf\u4e2a\u7ae0\u8282\u7684\u6587\u4ef6\u5939\u4e2d\u3002<\/p>\n
\u5f53Docker\u5bb9\u5668\u5185\u7684\u5916\u90e8\u64cd\u4f5c\u7cfb\u7edf\u7684\u7ec8\u7aef\u663e\u793a\u4e0eDocker\u542f\u52a8\u7684\u64cd\u4f5c\u7cfb\u7edf\u7684\u7ec8\u7aef\u663e\u793a\u7c7b\u4f3c\u65f6\uff0c\u53ef\u80fd\u4f1a\u641e\u6df7\u4e24\u8005\u4e4b\u95f4\u7684\u8c03\u67e5\u3002\u8bf7\u6ce8\u610fDocker\u7684\u547d\u4ee4\u63d0\u793a\u7b26\u3002<\/p>\n
\u6587\u4ef6\u5171\u4eab\u6216\u590d\u5236<\/h2>\n
\u8bf7\u5728\u5df2\u542f\u52a8Docker\u548cDocker\u7684\u64cd\u4f5c\u7cfb\u7edf\u4e2d\u8fdb\u884c\u6587\u4ef6\u5171\u4eab\u6216\u6587\u4ef6\u590d\u5236\uff0c\u5e76\u901a\u8fc7\u6d4f\u89c8\u5668\u7b49\u65b9\u5f0f\u663e\u793a\u751f\u6210\u7684\u6587\u4ef6\u3002\u5728\u53c2\u8003\u6587\u732e\u90e8\u5206\u8bb0\u4e0b\u64cd\u4f5c\u65b9\u6cd5\u7684URL\u3002<\/p>\n
\u5728\u6574\u7406\u542f\u52a8\u4e86Docker\u7684\u64cd\u4f5c\u7cfb\u7edf\u78c1\u76d8\u65f6\uff0c\u6211\u6b63\u5728\u63a2\u7d22\u54ea\u79cd\u65b9\u5f0f\u6700\u597d\u3002\u5728\u67d0\u4e9b\u65b9\u6cd5\u4e2d\uff0c\u6211\u4f1a\u4ece\u4e00\u5f00\u59cb\u5c31\u8fdb\u884c\u5171\u4eab\u8bbe\u7f6e\u3002<\/p>\n
\u5728\u91cd\u590d\u7684\u60c5\u51b5\u4e0b\uff0c\u6211\u6267\u884c\u4e86\u5728\u542f\u52a8\u4e86docker\u7684\u64cd\u4f5c\u7cfb\u7edf\u4e0a\u6267\u884c\u7684\u547d\u4ee4\u3002\u8bf7\u7528\u60a8\u7684docker\u7f16\u53f7\u8fdb\u884c\u66ff\u6362\u3002\u6211\u5728\u6d4f\u89c8\u5668\u4e2d\u663e\u793a\u4e86\u590d\u5236\u7684\u6587\u4ef6\u5e76\u786e\u8ba4\u4e86\u5185\u5bb9\u3002<\/p>\n
\u6731\u5e87\u7279\u7b14\u8bb0\u672c<\/h1>\n# jupyter notebook --ip=0.0.0.0 --allow-root\r\n[I 06:08:29.222 NotebookApp] JupyterLab extension loaded from \/opt\/conda\/lib\/python3.6\/site-packages\/jupyterlab\r\n[I 06:08:29.222 NotebookApp] JupyterLab application directory is \/opt\/conda\/share\/jupyter\/lab\r\n[I 06:08:29.249 NotebookApp] Serving notebooks from local directory: \/Mastering-Machine-Learning-with-scikit-learn-Second-Edition\/chapter02\r\n[I 06:08:29.249 NotebookApp] The Jupyter Notebook is running at:\r\n[I 06:08:29.249 NotebookApp] http:\/\/(355403acf21a or 127.0.0.1):8888\/?token=37306fb9aa2c1a160ebd2459424d8f9b8126fa53d11e15af\r\n[I 06:08:29.250 NotebookApp] Use Control-C to stop this server and shut down all kernels (twice to skip confirmation).\r\n[W 06:08:29.251 NotebookApp] No web browser found: could not locate runnable browser.\r\n[C 06:08:29.251 NotebookApp] \r\n \r\n Copy\/paste this URL into your browser when you connect for the first time,\r\n to login with a token:\r\n http:\/\/(355403acf21a or 127.0.0.1):8888\/?token=37306fb9aa2c1a160ebd2459424d8f9b8126fa53d11e15af\r\n \r\n<\/code><\/pre>\n\u7528\u6d4f\u89c8\u5668\u6253\u5f00localhost:8888<\/p>\n
![\"68747470733a2f2f71696974612d696d6167652d73746f72652e73332e616d617a6f6e6177732e636f6d2f302f35313432332f37633462643761652d326138302d636435322d653839372d3438336630633230323637662e706e67.png\"](\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d222b37434c4406c25ebe\/17-0.png\" "\\"\\"")
<\/div>\n\u5c06token\u4e2d\u7684\u53f3\u4fa7\u6570\u5b57\u590d\u5236\u7c98\u8d34\u3002<\/p>\n
![\"ju38-1.png\"](\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d222b37434c4406c25ebe\/19-0.png\" "\\"\\"")
<\/div>\n\u6709\u4e9b\u60c5\u51b5\u4e0b\u4e5f\u4f1a\u53d1\u51fa\u8b66\u544a\u3002<\/p>\n
![\"ju38-2.png\"](\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d222b37434c4406c25ebe\/21-0.png\" "\\"\\"")
<\/div>\n2. \u9488\u5bf9\u90a3\u4e9b\u60f3\u81ea\u884c\u6784\u5efaDocker\u7684\u4eba\u3002<\/h1>\n
\u4ece\u8fd9\u91cc\u5f00\u59cb\uff0c\u8bb0\u5f55\u4e86\u60a8\u4f7f\u7528\u4e0a\u8ff0\u62c9\u53d6\u7684docker\u7684\u65b9\u9488\u548c\u6b65\u9aa4\u3002
\n\u8fd9\u662f\u5173\u4e8e\u4f7f\u7528\u4e0a\u8ff0docker\u7684\u53c2\u8003\u8d44\u6599\u3002\u5bf9\u4e8e\u6267\u884c\u540e\u7eed\u4e66\u7c4d\u5185\u5bb9\uff0c\u8fd9\u4e0d\u662f\u5fc5\u9700\u7684\u3002
\n\u8fd9\u662f\u5173\u4e8e\u81ea\u884c\u6784\u5efadocker\/anaconda\u7684\u6b65\u9aa4\u3002
\n\u8fd9\u4e0d\u662f\u521b\u5efadockerfile\u7684\u65b9\u6cd5\u3002\u975e\u5e38\u62b1\u6b49\u3002<\/p>\n
Ubuntu\u3001Debian\u7b49Linux\u53ef\u4ee5\u5728Linux\u3001Windows\u548cMac OS\u4e0a\u901a\u7528\u7684\u673a\u5236\u3002
\n\u53ef\u4ee5\u5728\u4e0d\u66f4\u6539\u64cd\u4f5c\u7cfb\u7edf\u8bbe\u7f6e\u7684\u60c5\u51b5\u4e0b\u4f7f\u7528\uff0c\u8fd9\u662f\u5f88\u65b9\u4fbf\u7684\u3002
\n\u5b83\u5177\u6709\u76f8\u540c\u7684\u89c4\u683c\uff0c\u53ef\u4ee5\u4f9b\u5927\u91cf\u7528\u6237\u4f7f\u7528\u3002
\n\u53ef\u4ee5\u540c\u65f6\u4f7f\u7528\u5b98\u65b9\u5f00\u53d1\u7684\u8f6f\u4ef6\u548c\u7528\u6237\u81ea\u884c\u5b9a\u5236\u7684\u8f6f\u4ef6\u3002\u8fd9\u6b21\u6211\u4eec\u5c06\u4f7f\u7528\u5b98\u65b9\u5206\u53d1\u7684\u8f6f\u4ef6\uff0c\u7136\u540e\u81ea\u5df1\u5b9a\u5236\uff0c\u4ee5\u4fbf\u5176\u4ed6\u4eba\u4e5f\u53ef\u4ee5\u4f7f\u7528\u3002<\/p>\n
Python\u662f\u4e00\u79cd\u9ad8\u7ea7\u7f16\u7a0b\u8bed\u8a00\u3002<\/h2>\n
\u6211\u7528Python\u8fdb\u884c\u4e86\u6df1\u5ea6\u5b66\u4e60\u7684\u5b9e\u8df5\u3002
\n\u9009\u62e9\u4f7f\u7528Python\u7684\u539f\u56e0\u662f\uff0c\u8bb8\u591a\u673a\u5668\u5b66\u4e60\u7684\u673a\u5236\u53ef\u4ee5\u5728Python\u4e2d\u4f7f\u7528\uff0c\u800c\u4e14\u8fd8\u53ef\u4ee5\u65b9\u4fbf\u5730\u4f7f\u7528R\u7b49\u7edf\u8ba1\u5206\u6790\u7684\u673a\u5236\u4ecePython\u4e2d\u4f7f\u7528\u3002<\/p>\n
\u5de8\u87d2<\/h3>\n
Python\u6709\u4e0d\u540c\u7248\u672c\u7684\u533a\u522b\uff0c\u6bd4\u59822\u548c3\uff0c\u4ee5\u53ca\u4e0d\u540c\u7684\u53d1\u5e03\u65b9\u6cd5\u7b49\u3002
\n\u6211\u8fc7\u53bb\u4e00\u5e74\u534a\u4e00\u76f4\u4f7f\u7528Anaconda\u8fd0\u884cPython 3\u3002
\n\u6211\u9009\u62e9\u4f7f\u7528Anaconda\u7684\u539f\u56e0\u662f\u56e0\u4e3a\u5b83\u5df2\u7ecf\u9884\u88c5\u4e86\u7edf\u8ba1\u5206\u6790\u5e93\u548cJupyter Notebook\u3002<\/p>\n
Docker\u5b98\u65b9\u53d1\u5e03\u7248<\/h2>\n
\u5728docker-hub\u4e0a\uff0c\u6ce8\u518c\u4e86ubuntu\u3001debian\u7b49\u64cd\u4f5c\u7cfb\u7edf\u7684\u5b98\u65b9\u53d1\u5e03\u7248\uff0cgcc\u3001anaconda\u7b49\u7f16\u7a0b\u8bed\u8a00\u7684\u5b98\u65b9\u53d1\u5e03\u7248\u7b49\u7b49\u3002\u901a\u8fc7\u4f7f\u7528\u8fd9\u4e9b\u5b98\u65b9\u53d1\u5e03\u7248\uff0c\u53ef\u4ee5\u8fdb\u884c\u5b98\u65b9\u53d1\u5e03\u7248\u672c\u7684\u8d28\u91cf\u786e\u8ba4\uff0c\u5e76\u5171\u4eab\u5305\u542b\u53d8\u66f4\u6743\u7684\u5e7f\u6cdb\u4fe1\u606f\u3002\u8fd9\u4e9b\u5e76\u4e0d\u662fdocker\u5b98\u65b9\u53d1\u5e03\u7684\u8f6f\u4ef6\uff0c\u800c\u662f\u5404\u4e2a\u8f6f\u4ef6\u4f9b\u5e94\u5546\u7684\u5b98\u65b9\u53d1\u5e03\u7248\u7684\u610f\u601d\u3002<\/p>\n
\u4e0b\u8f7d Docker \u955c\u50cf<\/h3>\n
\u53ef\u4ee5\u901a\u8fc7\u4eceURL\u62c9\u53d6\u6765\u5b9e\u73b0\u4f7f\u7528Docker\u5b98\u65b9\u5206\u53d1\u3002<\/p>\n
Docker \u5b89\u88c5 Anaconda<\/h3>\n
\u4f7f\u7528Anaconda\u63d0\u4f9b\u7684\u5b98\u65b9\u7248\u672c\u3002<\/p>\n
$ docker pull kaizenjapan\/anaconda-keras\r\nUsing default tag: latest\r\nlatest: Pulling from continuumio\/anaconda3\r\nDigest: sha256:e07b9ca98ac1eeb1179dbf0e0bbcebd87701f8654878d6d8ce164d71746964d1\r\nStatus: Image is up to date for continuumio\/anaconda3:latest\r\n\r\n$ docker run -it -p 8888:8888 continuumio\/anaconda3 \/bin\/bash\r\n<\/code><\/pre>\n\u5b9e\u9645\u4e0a\uff0c\u8fd8\u6709\u4f7f\u7528Keras\u548cTensorFlow\u7684\u5176\u4ed6\u63a8\u9001\u7684\u62c9\u53d6\u3002<\/p>\n
\u516c\u5bd3<\/h2>\n(base) root@d8857ae56e69:\/#<\/span> apt update\r\n\r\n(base) root@d8857ae56e69:\/#<\/span> apt install<\/span> -y<\/span> procps\r\n\r\n(base) root@d8857ae56e69:\/#<\/span> apt install<\/span> -y<\/span> vim\r\n\r\n(base) root@d8857ae56e69:\/#<\/span> apt install<\/span> -y<\/span> apt-utils\r\n\r\n(base) root@d8857ae56e69:\/#<\/span> apt install sudo<\/span>\r\n<\/code><\/pre>\n\u6e90\u4ee3\u7801\u7248\u672c\u7ba1\u7406\u5de5\u5177 git<\/h2>\n(base) root@f19e2f06eabb:\/# git clone https:\/\/github.com\/PacktPublishing\/Mastering-Machine-Learning-with-scikit-learn-Second-Edition\r\n<\/code><\/pre>\n\u5b89\u88c5\u5b89\u88c5\u5305<\/h2>\n(base) root@f19e2f06eabb:\/d# conda update --prefix \/opt\/conda anaconda\r\n\r\n<\/code><\/pre>\n\u6c72\u6c34<\/h2>\n(base) root@f19e2f06eabb:\/d# pip install --upgrade pip\r\n\r\n<\/code><\/pre>\n\u5c06\u6ce8\u518c\u5230Docker Hub\u3002<\/h1>\n$ docker ps\r\nCONTAINER ID IMAGE COMMAND CREATED STATUS PORTS NAMES\r\ncaef766a99ff continuumio\/anaconda3 \"\/usr\/bin\/tini -- \/b\u2026\" 10 hours ago Up 10 hours 0.0.0.0:8888->8888\/tcp sleepy_bassi\r\n\r\n$ docker commit caef766a99ff kaizenjapan\/anaconda-gavin\r\n\r\n$ docker push kaizenjapan\/anaconda-gavin\r\n<\/code><\/pre>\n\u8bf7\u53c2\u8003\u4e0b\u5217\u8d44\u6599\uff1a<\/h1>\n
\u4e3a\u4ec0\u4e48\u8981\u4f7f\u7528Docker\u8fdb\u884c\u673a\u5668\u5b66\u4e60\uff1f\u6b63\u5728\u521b\u5efa\u4e66\u7c4d\u548c\u8d44\u6e90\u6e05\u5355\uff08\u76ee\u6807\uff1a100\u4e2a\uff09
\nhttps:\/\/qiita.com\/kaizen_nagoya\/items\/ddd12477544bf5ba85e2<\/p>\n
\u4f7f\u7528Docker\u548cAnaconda\uff0c\u5b66\u4e60\u658e\u85e4\u5eb7\u6bc5\u7684\u4e66\u7c4d\u300a\u4ece\u96f6\u5f00\u59cb\u7684\u6df1\u5ea6\u5b66\u4e60-\u4f7f\u7528Python\u5b66\u4e60\u6df1\u5ea6\u5b66\u4e60\u7406\u8bba\u4e0e\u5b9e\u8df5\u300b\u3002<\/p>\n
\u4f7f\u7528Docker\u548cAnaconda\u8fdb\u884c\u673a\u5668\u5b66\u4e60\u7684”\u4ece\u96f6\u5f00\u59cb\u7684\u6df1\u5ea6\u5b66\u4e602\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7f16\u7a0b”\u4e00\u4e66\uff0c\u7531\u658b\u85e4\u5eb7\u6bc5\u64b0\u5199\u3002\u94fe\u63a5\uff1ahttps:\/\/qiita.com\/kaizen_nagoya\/items\/3b80dfc76933cea522c6<\/p>\n
\u4f7f\u7528Docker\u8fdb\u884c\u673a\u5668\u5b66\u4e60(3)\u4e0eAnaconda(3)\u300c\u76f4\u89c9\u6df1\u5ea6\u5b66\u4e60\u300dAntonio Gulli\u3001Sujit Pal\u7684\u7b2c1\u7ae0\u548c\u7b2c2\u7ae0\u3002
\n\u94fe\u63a5\uff1ahttps:\/\/qiita.com\/kaizen_nagoya\/items\/483ae708c71c88419c32<\/p>\n
\u4f7f\u7528Docker\u6784\u5efa\u673a\u5668\u5b66\u4e60\uff0871\uff09\u73af\u5883\uff0c\u65e0\u8bba\u5982\u4f55\uff0c\u4eceDocker\u90a3\u91cc\u5f97\u5230\u7684\u4e00\u76f4\u662f\u9519\u8bef\u3002 \u8bf7\u53c2\u8003https:\/\/qiita.com\/kaizen_nagoya\/items\/690d806a4760d9b9e040\u3002<\/p>\n
\u5728Windows\u4e0a\u914d\u7f6eDocker\u4ee5\u6784\u5efa\u673a\u5668\u5b66\u4e60\u73af\u5883\u3002\u8bf7\u53c2\u8003\u4ee5\u4e0b\u94fe\u63a5\uff1ahttps:\/\/qiita.com\/kaizen_nagoya\/items\/c4daa5cf52e9f0c2c002<\/p>\n
\u4f7f\u7528Docker\u6784\u5efa\u673a\u5668\u5b66\u4e60\u73af\u5883\u7684\u65b9\u6cd5\uff0c\u9002\u7528\u4e8edocker\u3001linux\u3001macOS bash\u811a\u672c\u4ee5\u53cams-dos\u6279\u5904\u7406\u6587\u4ef6\u3002\u8be6\u7ec6\u5185\u5bb9\u53ef\u53c2\u8003\u94fe\u63a5\uff1ahttps:\/\/qiita.com\/kaizen_nagoya\/items\/3f7b39110b7f303a5558<\/p>\n
\u5728 Docker \u4e2d\u8fdb\u884c\u673a\u5668\u5b66\u4e60(74) \u73af\u5883\u914d\u7f6e(4)\uff0c R \u6709\u591a\u56f0\u96be\uff1f (\u6765\u6e90\uff1ahttps:\/\/qiita.com\/kaizen_nagoya\/items\/5fb44773bc38574bcf1c)<\/p>\n
\u901a\u8fc7Docker\u5728\u673a\u5668\u5b66\u4e60\u73af\u5883\u4e2d\u6784\u5efa\u548c\u7ba1\u7406Docker\u76f8\u5173\u6587\u4ef6\uff0c\u53c2\u8003\u94fe\u63a5\uff1ahttps:\/\/qiita.com\/kaizen_nagoya\/items\/4f03df9a42c923087b5d<\/p>\n
\u5c1d\u8bd5\u5728Python\u4e2d\u8fd0\u884cOpenCV\u65f6\u9047\u5230\u4e86libGL.so\u6587\u4ef6\u4e0d\u5b58\u5728\u7684\u95ee\u9898\uff0c\u4f46\u5df2\u7ecf\u89e3\u51b3\u4e86\u3002<\/p>\n
\u5728\u670d\u52a1\u5668\u7aef\u4f7f\u7528matplotlib\u8fdb\u884c\u7ed8\u56fe\u7684\u63d0\u793a<\/p>\n
\u5728Docker\u4e2d\uff0c\u5728\u4e3b\u673a\u548c\u5bb9\u5668\u4e4b\u95f4\u8fdb\u884c\u6587\u4ef6\u590d\u5236\u3002<\/p>\n
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\u300a\u4ece\u96f6\u5f00\u59cb\u7684Deep Learning\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7f16\u7a0b\u300b\u8bfb\u4e66\u4f1a\u7684\u8fdb\u884c\u65b9\u5f0f\uff08\u4f8b\uff09<\/p>\n
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1. \u5bf9\u4e8e\u5e0c\u671b\u7acb\u5373\u4f7f\u7528\u7684\u4eba\u6765\u8bf4 (\u5bf9\u4e8eas soon as) \u300a\u7528scikit-learn\u638c\u63e1\u673a\u5668\u5b66\u4e60\u300b\u7b2c\u4e8c\u7248 […]<\/p>\n","protected":false},"author":5,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-35315","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"\n
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$ docker pull kaizenjapan\/anaconda-gavin\r\n\r\n$ docker run -it -p 8888:8888 kaizenjapan\/anaconda-gavin \/bin\/bash\r\n<\/code><\/pre>\n\u5728\u4ee5\u4e0b\u7684shell\u4f1a\u8bdd\u4e2d\uff0c
\n(base) root@f19e2f06eabb:\/# \u662f\u547d\u4ee4\u63d0\u793a\u7b26\u3002\u5b9e\u9645\u4e0a\u6570\u5b57\u90e8\u5206\u53ef\u80fd\u6709\u6240\u4e0d\u540c\u3002\u8bf7\u8f93\u5165#\u53f3\u8fb9\u7684\u5185\u5bb9\u3002
\n\u5176\u4ed6\u884c\u662f\u8f93\u51fa\u3002\u5982\u679c\u8f93\u51fa\u6709\u9519\u8bef\u6216\u5dee\u5f02\uff0c\u8bf7\u5728\u8bc4\u8bba\u533a\u7b49\u5730\u4e0e\u6211\u8054\u7cfb\u3002
\n\u53bb\u6bcf\u4e2a\u7ae0\u8282\u7684\u6587\u4ef6\u5939\u4e2d\u3002<\/p>\n
\u5f53Docker\u5bb9\u5668\u5185\u7684\u5916\u90e8\u64cd\u4f5c\u7cfb\u7edf\u7684\u7ec8\u7aef\u663e\u793a\u4e0eDocker\u542f\u52a8\u7684\u64cd\u4f5c\u7cfb\u7edf\u7684\u7ec8\u7aef\u663e\u793a\u7c7b\u4f3c\u65f6\uff0c\u53ef\u80fd\u4f1a\u641e\u6df7\u4e24\u8005\u4e4b\u95f4\u7684\u8c03\u67e5\u3002\u8bf7\u6ce8\u610fDocker\u7684\u547d\u4ee4\u63d0\u793a\u7b26\u3002<\/p>\n
\u6587\u4ef6\u5171\u4eab\u6216\u590d\u5236<\/h2>\n
\u8bf7\u5728\u5df2\u542f\u52a8Docker\u548cDocker\u7684\u64cd\u4f5c\u7cfb\u7edf\u4e2d\u8fdb\u884c\u6587\u4ef6\u5171\u4eab\u6216\u6587\u4ef6\u590d\u5236\uff0c\u5e76\u901a\u8fc7\u6d4f\u89c8\u5668\u7b49\u65b9\u5f0f\u663e\u793a\u751f\u6210\u7684\u6587\u4ef6\u3002\u5728\u53c2\u8003\u6587\u732e\u90e8\u5206\u8bb0\u4e0b\u64cd\u4f5c\u65b9\u6cd5\u7684URL\u3002<\/p>\n
\u5728\u6574\u7406\u542f\u52a8\u4e86Docker\u7684\u64cd\u4f5c\u7cfb\u7edf\u78c1\u76d8\u65f6\uff0c\u6211\u6b63\u5728\u63a2\u7d22\u54ea\u79cd\u65b9\u5f0f\u6700\u597d\u3002\u5728\u67d0\u4e9b\u65b9\u6cd5\u4e2d\uff0c\u6211\u4f1a\u4ece\u4e00\u5f00\u59cb\u5c31\u8fdb\u884c\u5171\u4eab\u8bbe\u7f6e\u3002<\/p>\n
\u5728\u91cd\u590d\u7684\u60c5\u51b5\u4e0b\uff0c\u6211\u6267\u884c\u4e86\u5728\u542f\u52a8\u4e86docker\u7684\u64cd\u4f5c\u7cfb\u7edf\u4e0a\u6267\u884c\u7684\u547d\u4ee4\u3002\u8bf7\u7528\u60a8\u7684docker\u7f16\u53f7\u8fdb\u884c\u66ff\u6362\u3002\u6211\u5728\u6d4f\u89c8\u5668\u4e2d\u663e\u793a\u4e86\u590d\u5236\u7684\u6587\u4ef6\u5e76\u786e\u8ba4\u4e86\u5185\u5bb9\u3002<\/p>\n
\u6731\u5e87\u7279\u7b14\u8bb0\u672c<\/h1>\n# jupyter notebook --ip=0.0.0.0 --allow-root\r\n[I 06:08:29.222 NotebookApp] JupyterLab extension loaded from \/opt\/conda\/lib\/python3.6\/site-packages\/jupyterlab\r\n[I 06:08:29.222 NotebookApp] JupyterLab application directory is \/opt\/conda\/share\/jupyter\/lab\r\n[I 06:08:29.249 NotebookApp] Serving notebooks from local directory: \/Mastering-Machine-Learning-with-scikit-learn-Second-Edition\/chapter02\r\n[I 06:08:29.249 NotebookApp] The Jupyter Notebook is running at:\r\n[I 06:08:29.249 NotebookApp] http:\/\/(355403acf21a or 127.0.0.1):8888\/?token=37306fb9aa2c1a160ebd2459424d8f9b8126fa53d11e15af\r\n[I 06:08:29.250 NotebookApp] Use Control-C to stop this server and shut down all kernels (twice to skip confirmation).\r\n[W 06:08:29.251 NotebookApp] No web browser found: could not locate runnable browser.\r\n[C 06:08:29.251 NotebookApp] \r\n \r\n Copy\/paste this URL into your browser when you connect for the first time,\r\n to login with a token:\r\n http:\/\/(355403acf21a or 127.0.0.1):8888\/?token=37306fb9aa2c1a160ebd2459424d8f9b8126fa53d11e15af\r\n \r\n<\/code><\/pre>\n\u7528\u6d4f\u89c8\u5668\u6253\u5f00localhost:8888<\/p>\n
<\/div>\n\u5c06token\u4e2d\u7684\u53f3\u4fa7\u6570\u5b57\u590d\u5236\u7c98\u8d34\u3002<\/p>\n
<\/div>\n\u6709\u4e9b\u60c5\u51b5\u4e0b\u4e5f\u4f1a\u53d1\u51fa\u8b66\u544a\u3002<\/p>\n
<\/div>\n2. \u9488\u5bf9\u90a3\u4e9b\u60f3\u81ea\u884c\u6784\u5efaDocker\u7684\u4eba\u3002<\/h1>\n
\u4ece\u8fd9\u91cc\u5f00\u59cb\uff0c\u8bb0\u5f55\u4e86\u60a8\u4f7f\u7528\u4e0a\u8ff0\u62c9\u53d6\u7684docker\u7684\u65b9\u9488\u548c\u6b65\u9aa4\u3002
\n\u8fd9\u662f\u5173\u4e8e\u4f7f\u7528\u4e0a\u8ff0docker\u7684\u53c2\u8003\u8d44\u6599\u3002\u5bf9\u4e8e\u6267\u884c\u540e\u7eed\u4e66\u7c4d\u5185\u5bb9\uff0c\u8fd9\u4e0d\u662f\u5fc5\u9700\u7684\u3002
\n\u8fd9\u662f\u5173\u4e8e\u81ea\u884c\u6784\u5efadocker\/anaconda\u7684\u6b65\u9aa4\u3002
\n\u8fd9\u4e0d\u662f\u521b\u5efadockerfile\u7684\u65b9\u6cd5\u3002\u975e\u5e38\u62b1\u6b49\u3002<\/p>\n
Ubuntu\u3001Debian\u7b49Linux\u53ef\u4ee5\u5728Linux\u3001Windows\u548cMac OS\u4e0a\u901a\u7528\u7684\u673a\u5236\u3002
\n\u53ef\u4ee5\u5728\u4e0d\u66f4\u6539\u64cd\u4f5c\u7cfb\u7edf\u8bbe\u7f6e\u7684\u60c5\u51b5\u4e0b\u4f7f\u7528\uff0c\u8fd9\u662f\u5f88\u65b9\u4fbf\u7684\u3002
\n\u5b83\u5177\u6709\u76f8\u540c\u7684\u89c4\u683c\uff0c\u53ef\u4ee5\u4f9b\u5927\u91cf\u7528\u6237\u4f7f\u7528\u3002
\n\u53ef\u4ee5\u540c\u65f6\u4f7f\u7528\u5b98\u65b9\u5f00\u53d1\u7684\u8f6f\u4ef6\u548c\u7528\u6237\u81ea\u884c\u5b9a\u5236\u7684\u8f6f\u4ef6\u3002\u8fd9\u6b21\u6211\u4eec\u5c06\u4f7f\u7528\u5b98\u65b9\u5206\u53d1\u7684\u8f6f\u4ef6\uff0c\u7136\u540e\u81ea\u5df1\u5b9a\u5236\uff0c\u4ee5\u4fbf\u5176\u4ed6\u4eba\u4e5f\u53ef\u4ee5\u4f7f\u7528\u3002<\/p>\n
Python\u662f\u4e00\u79cd\u9ad8\u7ea7\u7f16\u7a0b\u8bed\u8a00\u3002<\/h2>\n
\u6211\u7528Python\u8fdb\u884c\u4e86\u6df1\u5ea6\u5b66\u4e60\u7684\u5b9e\u8df5\u3002
\n\u9009\u62e9\u4f7f\u7528Python\u7684\u539f\u56e0\u662f\uff0c\u8bb8\u591a\u673a\u5668\u5b66\u4e60\u7684\u673a\u5236\u53ef\u4ee5\u5728Python\u4e2d\u4f7f\u7528\uff0c\u800c\u4e14\u8fd8\u53ef\u4ee5\u65b9\u4fbf\u5730\u4f7f\u7528R\u7b49\u7edf\u8ba1\u5206\u6790\u7684\u673a\u5236\u4ecePython\u4e2d\u4f7f\u7528\u3002<\/p>\n
\u5de8\u87d2<\/h3>\n
Python\u6709\u4e0d\u540c\u7248\u672c\u7684\u533a\u522b\uff0c\u6bd4\u59822\u548c3\uff0c\u4ee5\u53ca\u4e0d\u540c\u7684\u53d1\u5e03\u65b9\u6cd5\u7b49\u3002
\n\u6211\u8fc7\u53bb\u4e00\u5e74\u534a\u4e00\u76f4\u4f7f\u7528Anaconda\u8fd0\u884cPython 3\u3002
\n\u6211\u9009\u62e9\u4f7f\u7528Anaconda\u7684\u539f\u56e0\u662f\u56e0\u4e3a\u5b83\u5df2\u7ecf\u9884\u88c5\u4e86\u7edf\u8ba1\u5206\u6790\u5e93\u548cJupyter Notebook\u3002<\/p>\n
Docker\u5b98\u65b9\u53d1\u5e03\u7248<\/h2>\n
\u5728docker-hub\u4e0a\uff0c\u6ce8\u518c\u4e86ubuntu\u3001debian\u7b49\u64cd\u4f5c\u7cfb\u7edf\u7684\u5b98\u65b9\u53d1\u5e03\u7248\uff0cgcc\u3001anaconda\u7b49\u7f16\u7a0b\u8bed\u8a00\u7684\u5b98\u65b9\u53d1\u5e03\u7248\u7b49\u7b49\u3002\u901a\u8fc7\u4f7f\u7528\u8fd9\u4e9b\u5b98\u65b9\u53d1\u5e03\u7248\uff0c\u53ef\u4ee5\u8fdb\u884c\u5b98\u65b9\u53d1\u5e03\u7248\u672c\u7684\u8d28\u91cf\u786e\u8ba4\uff0c\u5e76\u5171\u4eab\u5305\u542b\u53d8\u66f4\u6743\u7684\u5e7f\u6cdb\u4fe1\u606f\u3002\u8fd9\u4e9b\u5e76\u4e0d\u662fdocker\u5b98\u65b9\u53d1\u5e03\u7684\u8f6f\u4ef6\uff0c\u800c\u662f\u5404\u4e2a\u8f6f\u4ef6\u4f9b\u5e94\u5546\u7684\u5b98\u65b9\u53d1\u5e03\u7248\u7684\u610f\u601d\u3002<\/p>\n
\u4e0b\u8f7d Docker \u955c\u50cf<\/h3>\n
\u53ef\u4ee5\u901a\u8fc7\u4eceURL\u62c9\u53d6\u6765\u5b9e\u73b0\u4f7f\u7528Docker\u5b98\u65b9\u5206\u53d1\u3002<\/p>\n
Docker \u5b89\u88c5 Anaconda<\/h3>\n
\u4f7f\u7528Anaconda\u63d0\u4f9b\u7684\u5b98\u65b9\u7248\u672c\u3002<\/p>\n
$ docker pull kaizenjapan\/anaconda-keras\r\nUsing default tag: latest\r\nlatest: Pulling from continuumio\/anaconda3\r\nDigest: sha256:e07b9ca98ac1eeb1179dbf0e0bbcebd87701f8654878d6d8ce164d71746964d1\r\nStatus: Image is up to date for continuumio\/anaconda3:latest\r\n\r\n$ docker run -it -p 8888:8888 continuumio\/anaconda3 \/bin\/bash\r\n<\/code><\/pre>\n\u5b9e\u9645\u4e0a\uff0c\u8fd8\u6709\u4f7f\u7528Keras\u548cTensorFlow\u7684\u5176\u4ed6\u63a8\u9001\u7684\u62c9\u53d6\u3002<\/p>\n
\u516c\u5bd3<\/h2>\n(base) root@d8857ae56e69:\/#<\/span> apt update\r\n\r\n(base) root@d8857ae56e69:\/#<\/span> apt install<\/span> -y<\/span> procps\r\n\r\n(base) root@d8857ae56e69:\/#<\/span> apt install<\/span> -y<\/span> vim\r\n\r\n(base) root@d8857ae56e69:\/#<\/span> apt install<\/span> -y<\/span> apt-utils\r\n\r\n(base) root@d8857ae56e69:\/#<\/span> apt install sudo<\/span>\r\n<\/code><\/pre>\n\u6e90\u4ee3\u7801\u7248\u672c\u7ba1\u7406\u5de5\u5177 git<\/h2>\n(base) root@f19e2f06eabb:\/# git clone https:\/\/github.com\/PacktPublishing\/Mastering-Machine-Learning-with-scikit-learn-Second-Edition\r\n<\/code><\/pre>\n\u5b89\u88c5\u5b89\u88c5\u5305<\/h2>\n(base) root@f19e2f06eabb:\/d# conda update --prefix \/opt\/conda anaconda\r\n\r\n<\/code><\/pre>\n\u6c72\u6c34<\/h2>\n(base) root@f19e2f06eabb:\/d# pip install --upgrade pip\r\n\r\n<\/code><\/pre>\n\u5c06\u6ce8\u518c\u5230Docker Hub\u3002<\/h1>\n$ docker ps\r\nCONTAINER ID IMAGE COMMAND CREATED STATUS PORTS NAMES\r\ncaef766a99ff continuumio\/anaconda3 \"\/usr\/bin\/tini -- \/b\u2026\" 10 hours ago Up 10 hours 0.0.0.0:8888->8888\/tcp sleepy_bassi\r\n\r\n$ docker commit caef766a99ff kaizenjapan\/anaconda-gavin\r\n\r\n$ docker push kaizenjapan\/anaconda-gavin\r\n<\/code><\/pre>\n\u8bf7\u53c2\u8003\u4e0b\u5217\u8d44\u6599\uff1a<\/h1>\n
\u4e3a\u4ec0\u4e48\u8981\u4f7f\u7528Docker\u8fdb\u884c\u673a\u5668\u5b66\u4e60\uff1f\u6b63\u5728\u521b\u5efa\u4e66\u7c4d\u548c\u8d44\u6e90\u6e05\u5355\uff08\u76ee\u6807\uff1a100\u4e2a\uff09
\nhttps:\/\/qiita.com\/kaizen_nagoya\/items\/ddd12477544bf5ba85e2<\/p>\n
\u4f7f\u7528Docker\u548cAnaconda\uff0c\u5b66\u4e60\u658e\u85e4\u5eb7\u6bc5\u7684\u4e66\u7c4d\u300a\u4ece\u96f6\u5f00\u59cb\u7684\u6df1\u5ea6\u5b66\u4e60-\u4f7f\u7528Python\u5b66\u4e60\u6df1\u5ea6\u5b66\u4e60\u7406\u8bba\u4e0e\u5b9e\u8df5\u300b\u3002<\/p>\n
\u4f7f\u7528Docker\u548cAnaconda\u8fdb\u884c\u673a\u5668\u5b66\u4e60\u7684”\u4ece\u96f6\u5f00\u59cb\u7684\u6df1\u5ea6\u5b66\u4e602\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7f16\u7a0b”\u4e00\u4e66\uff0c\u7531\u658b\u85e4\u5eb7\u6bc5\u64b0\u5199\u3002\u94fe\u63a5\uff1ahttps:\/\/qiita.com\/kaizen_nagoya\/items\/3b80dfc76933cea522c6<\/p>\n
\u4f7f\u7528Docker\u8fdb\u884c\u673a\u5668\u5b66\u4e60(3)\u4e0eAnaconda(3)\u300c\u76f4\u89c9\u6df1\u5ea6\u5b66\u4e60\u300dAntonio Gulli\u3001Sujit Pal\u7684\u7b2c1\u7ae0\u548c\u7b2c2\u7ae0\u3002
\n\u94fe\u63a5\uff1ahttps:\/\/qiita.com\/kaizen_nagoya\/items\/483ae708c71c88419c32<\/p>\n
\u4f7f\u7528Docker\u6784\u5efa\u673a\u5668\u5b66\u4e60\uff0871\uff09\u73af\u5883\uff0c\u65e0\u8bba\u5982\u4f55\uff0c\u4eceDocker\u90a3\u91cc\u5f97\u5230\u7684\u4e00\u76f4\u662f\u9519\u8bef\u3002 \u8bf7\u53c2\u8003https:\/\/qiita.com\/kaizen_nagoya\/items\/690d806a4760d9b9e040\u3002<\/p>\n
\u5728Windows\u4e0a\u914d\u7f6eDocker\u4ee5\u6784\u5efa\u673a\u5668\u5b66\u4e60\u73af\u5883\u3002\u8bf7\u53c2\u8003\u4ee5\u4e0b\u94fe\u63a5\uff1ahttps:\/\/qiita.com\/kaizen_nagoya\/items\/c4daa5cf52e9f0c2c002<\/p>\n
\u4f7f\u7528Docker\u6784\u5efa\u673a\u5668\u5b66\u4e60\u73af\u5883\u7684\u65b9\u6cd5\uff0c\u9002\u7528\u4e8edocker\u3001linux\u3001macOS bash\u811a\u672c\u4ee5\u53cams-dos\u6279\u5904\u7406\u6587\u4ef6\u3002\u8be6\u7ec6\u5185\u5bb9\u53ef\u53c2\u8003\u94fe\u63a5\uff1ahttps:\/\/qiita.com\/kaizen_nagoya\/items\/3f7b39110b7f303a5558<\/p>\n
\u5728 Docker \u4e2d\u8fdb\u884c\u673a\u5668\u5b66\u4e60(74) \u73af\u5883\u914d\u7f6e(4)\uff0c R \u6709\u591a\u56f0\u96be\uff1f (\u6765\u6e90\uff1ahttps:\/\/qiita.com\/kaizen_nagoya\/items\/5fb44773bc38574bcf1c)<\/p>\n
\u901a\u8fc7Docker\u5728\u673a\u5668\u5b66\u4e60\u73af\u5883\u4e2d\u6784\u5efa\u548c\u7ba1\u7406Docker\u76f8\u5173\u6587\u4ef6\uff0c\u53c2\u8003\u94fe\u63a5\uff1ahttps:\/\/qiita.com\/kaizen_nagoya\/items\/4f03df9a42c923087b5d<\/p>\n
\u5c1d\u8bd5\u5728Python\u4e2d\u8fd0\u884cOpenCV\u65f6\u9047\u5230\u4e86libGL.so\u6587\u4ef6\u4e0d\u5b58\u5728\u7684\u95ee\u9898\uff0c\u4f46\u5df2\u7ecf\u89e3\u51b3\u4e86\u3002<\/p>\n
\u5728\u670d\u52a1\u5668\u7aef\u4f7f\u7528matplotlib\u8fdb\u884c\u7ed8\u56fe\u7684\u63d0\u793a<\/p>\n
\u5728Docker\u4e2d\uff0c\u5728\u4e3b\u673a\u548c\u5bb9\u5668\u4e4b\u95f4\u8fdb\u884c\u6587\u4ef6\u590d\u5236\u3002<\/p>\n
\u5728Docker for Mac\u4e2d\u4f7f\u7528\u6587\u4ef6\u5171\u4eab\u529f\u80fd\u3002\u53c2\u8003\u94fe\u63a5\uff1ahttps:\/\/qiita.com\/seijimomoto\/items\/1992d68de8baa7e29bb5<\/p>\n
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