
{"id":596,"date":"2023-08-13T20:09:47","date_gmt":"2023-08-13T12:09:47","guid":{"rendered":"https:\/\/infernews.com\/2023\/08\/13\/%e5%8d%81%e5%80%8b%e6%a9%9f%e5%99%a8%e5%ad%b8%e7%bf%92%e5%85%a5%e9%96%80%e5%b7%a5%e5%85%b7\/"},"modified":"2024-05-18T01:47:05","modified_gmt":"2024-05-17T17:47:05","slug":"%e5%8d%81%e5%80%8b%e6%a9%9f%e5%99%a8%e5%ad%b8%e7%bf%92%e5%85%a5%e9%96%80%e5%b7%a5%e5%85%b7","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/%e5%8d%81%e5%80%8b%e6%a9%9f%e5%99%a8%e5%ad%b8%e7%bf%92%e5%85%a5%e9%96%80%e5%b7%a5%e5%85%b7\/","title":{"rendered":"10 \u500b\u958b\u6e90\u6a5f\u5668\u5b78\u7fd2\u9805\u76ee"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"738\" src=\"\/blog\/wp-content\/uploads\/2024\/05\/10_machine_learning_icon-1024x738.jpg\" alt=\"\" class=\"wp-image-2613\" srcset=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2024\/05\/10_machine_learning_icon-1024x738.jpg 1024w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2024\/05\/10_machine_learning_icon-300x216.jpg 300w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2024\/05\/10_machine_learning_icon-768x554.jpg 768w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2024\/05\/10_machine_learning_icon-640x461.jpg 640w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2024\/05\/10_machine_learning_icon.jpg 1276w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6a5f\u5668\u5b78\u7fd2\u662f\u4e00\u500b\u5feb\u901f\u767c\u5c55\u7684\u6280\u8853\u9818\u57df\uff0c\u6d89\u53ca\u7b97\u6cd5\u548c\u6a21\u578b\u7684\u958b\u767c\uff0c\u9019\u4e9b\u7b97\u6cd5\u548c\u6a21\u578b\u53ef\u4ee5\u6839\u64da\u6578\u64da\u9032\u884c\u5b78\u7fd2\u4e26\u505a\u51fa\u9810\u6e2c\u6216\u6c7a\u7b56\u3002<\/p>\n\n\n\n<p>\u5c0d\u65bc\u71b1\u8877\u65bc\u5f9e\u4e8b\u6a5f\u5668\u5b78\u7fd2\u8077\u696d\u7684\u65b0\u751f\u4f86\u8aaa\uff0c\u7372\u5f97\u5be6\u8e10\u7d93\u9a57\u4e26\u53c3\u8207\u5be6\u969b\u9805\u76ee\u4ee5\u5c55\u793a\u81ea\u5df1\u7684\u6280\u80fd\u81f3\u95dc\u91cd\u8981\u3002\u56e0\u6b64\uff0c\u70ba\u4e86\u89e3\u66f4\u591a\u4fe1\u606f\uff0c\u6211\u5011\u5c07\u63a2\u8a0e\u6700\u9069\u5408\u65b0\u624b\u6df1\u5165\u7814\u7a76\u7684 10 \u500b\u958b\u6e90\u6a5f\u5668\u5b78\u7fd2\u9805\u76ee\u3002\u6b64\u5916\uff0c\u6a5f\u5668\u5b78\u7fd2\u5df2\u6210\u70ba\u5404\u500b\u884c\u696d\u7684\u91cd\u8981\u7d44\u6210\u90e8\u5206\uff0c\u4f7f\u5176\u6210\u70ba\u6700\u6709\u524d\u9014\u7684\u8077\u696d\u9818\u57df\u4e4b\u4e00\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u5341\u5927\u6700\u9069\u5408\u65b0\u751f\u958b\u555f\u4eba\u5de5\u667a\u80fd\u4e4b\u8def\u7684\u6a5f\u5668\u5b78\u7fd2\u9805\u76ee<\/strong><\/h4>\n\n\n\n<p>\u6709\u5e7e\u500b\u53ef\u7528\u7684\u958b\u6e90\u9805\u76ee\uff0c\u65b0\u751f\u53ef\u4ee5\u5229\u7528\u5b83\u5011\u4f86\u589e\u5f37\u4ed6\u5011\u5728\u6a5f\u5668\u5b78\u7fd2\u65b9\u9762\u7684\u77e5\u8b58\u548c\u6280\u80fd\uff0c\u4f46\u5728\u9019\u88e1\u6211\u5011\u5c07\u8a0e\u8ad6 10 \u500b\u6700\u4f73\u958b\u6e90\u6a5f\u5668\u5b78\u7fd2\u9805\u76ee\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>1.TensorFlow<\/strong><\/h4>\n\n\n\n<p>TensorFlow \u662f Google \u958b\u767c\u7684\u958b\u6e90\u8edf\u4ef6\u5eab\uff0c\u53ef\u8b93\u60a8\u8f15\u9b06\u69cb\u5efa\u548c\u90e8\u7f72\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u3002\u5b83\u70ba\u6a5f\u5668\u5b78\u7fd2\u9805\u76ee\u63d0\u4f9b\u4e86\u4e00\u500b\u7531\u5de5\u5177\u3001\u5eab\u548c\u793e\u5340\u8cc7\u6e90\u7d44\u6210\u7684\u7d9c\u5408\u751f\u614b\u7cfb\u7d71\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<h4 class=\"wp-block-heading\"><strong>2. <strong>Sci-kit-learn<\/strong><\/strong><\/h4>\n\n\n\n<p>&nbsp;Sci-kit-learn \u662f Python \u4e2d\u6d41\u884c\u7684\u6a5f\u5668\u5b78\u7fd2\u5eab\u3002\u5b83\u63d0\u4f9b\u4e86\u5ee3\u6cdb\u7684\u7528\u65bc\u6578\u64da\u9810\u8655\u7406\u3001\u6a21\u578b\u9078\u64c7\u548c\u8a55\u4f30\u7684\u7b97\u6cd5\u548c\u5de5\u5177\u3002\u5c0d\u65bc\u521d\u5b78\u8005\u4f86\u8aaa\uff0c\u5b83\u662f\u4e00\u500b\u4e0d\u932f\u7684\u9078\u64c7\uff0c\u56e0\u70ba\u5b83\u5177\u6709\u7c21\u55ae\u76f4\u89c0\u7684 API\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>3.<strong>Keras<\/strong><\/strong><\/h4>\n\n\n\n<p>Keras \u662f\u53e6\u4e00\u500b\u7528 Python \u7de8\u5beb\u7684\u6df1\u5ea6\u5b78\u7fd2\u5eab\u3002\u5b83\u69cb\u5efa\u5728 TensorFlow \u4e4b\u4e0a\uff0c\u70ba\u69cb\u5efa\u795e\u7d93\u7db2\u7d61\u63d0\u4f9b\u4e86\u4e00\u500b\u7528\u6236\u53cb\u597d\u7684\u754c\u9762\u3002\u5b83\u4ee5\u5176\u7c21\u55ae\u6613\u7528\u800c\u805e\u540d\uff0c\u4f7f\u5176\u6210\u70ba\u521d\u5b78\u8005\u7684\u7d55\u4f73\u9078\u64c7\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>4.PyTorch<\/strong><\/h4>\n\n\n\n<p>PyTorch \u662f Facebook \u958b\u767c\u7684\u958b\u6e90\u6a5f\u5668\u5b78\u7fd2\u5eab\u3002\u5b83\u63d0\u4f9b\u4e86\u52d5\u614b\u8a08\u7b97\u5716\u548c\u7528\u65bc\u69cb\u5efa\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\u7684\u5ee3\u6cdb\u5de5\u5177\u3002PyTorch \u56e0\u5176\u9748\u6d3b\u6027\u548c\u6613\u65bc\u8abf\u8a66\u800c\u53d7\u5230\u7814\u7a76\u4eba\u54e1\u548c\u5f9e\u696d\u8005\u7684\u6b61\u8fce\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>5.<strong>Apache Mahout<\/strong><\/strong><\/h4>\n\n\n\n<p>Apache Mahout \u662f\u4e00\u500b\u69cb\u5efa\u5728 Apache Hadoop \u4e4b\u4e0a\u7684\u5206\u4f48\u5f0f\u7dda\u6027\u4ee3\u6578\u548c\u6a5f\u5668\u5b78\u7fd2\u5eab\u3002\u5b83\u65e8\u5728\u5c0d\u5927\u578b\u6578\u64da\u96c6\u57f7\u884c\u53ef\u64f4\u5c55\u7684\u6a5f\u5668\u5b78\u7fd2\u4efb\u52d9\u3002\u5b83\u5305\u62ec\u7528\u65bc\u805a\u985e\u3001\u5206\u985e\u548c\u63a8\u85a6\u7cfb\u7d71\u7684\u5404\u7a2e\u7b97\u6cd5\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>6. <strong>Caffe<\/strong><\/strong><\/h4>\n\n\n\n<p>&nbsp;Caffe \u662f\u4f2f\u514b\u5229\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u4e2d\u5fc3\uff08BAIR\uff09\u958b\u767c\u7684\u6df1\u5ea6\u5b78\u7fd2\u6846\u67b6\u3002\u5b83\u4ee5\u5176\u8a13\u7df4\u548c\u90e8\u7f72\u6df1\u5ea6\u795e\u7d93\u7db2\u7d61\u7684\u6548\u7387\u548c\u901f\u5ea6\u800c\u805e\u540d\u3002Caffe \u652f\u6301\u591a\u7a2e\u63a5\u53e3\uff0c\u5305\u62ec Python \u548c MATLAB\uff0c\u65b9\u4fbf\u521d\u5b78\u8005\u4f7f\u7528\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>7.<strong>Theano<\/strong><\/strong><\/h4>\n\n\n\n<p>&nbsp;Theano \u662f\u4e00\u500b Python \u5eab\uff0c\u5141\u8a31\u60a8\u5b9a\u7fa9\u3001\u512a\u5316\u548c\u8a55\u4f30\u6d89\u53ca\u591a\u7dad\u6578\u7d44\u7684\u6578\u5b78\u8868\u9054\u5f0f\u3002\u5b83\u5ee3\u6cdb\u7528\u65bc\u69cb\u5efa\u548c\u8a13\u7df4\u6df1\u5ea6\u795e\u7d93\u7db2\u7d61\u3002Theano \u70ba GPU \u8a08\u7b97\u63d0\u4f9b\u4e86\u5ee3\u6cdb\u7684\u652f\u6301\uff0c\u4f7f\u5176\u9069\u5408\u5927\u898f\u6a21\u6a5f\u5668\u5b78\u7fd2\u4efb\u52d9\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>8.H2O.ai<\/strong><\/h4>\n\n\n\n<p>H2O\u662f\u4e00\u500b\u958b\u6e90\u7684\u5feb\u901f\u6578\u64da\u6a5f\u5668\u5b78\u7fd2\u5e73\u53f0\u3002\u5b83\u63d0\u4f9b\u4e86\u4e00\u500b\u7528\u6236\u53cb\u597d\u7684\u754c\u9762\uff0c\u7528\u65bc\u69cb\u5efa\u548c\u90e8\u7f72\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u3002H2O \u652f\u6301\u5404\u7a2e\u5206\u985e\u3001\u56de\u6b78\u3001\u7570\u5e38\u6aa2\u6e2c\u548c\u805a\u985e\u7b97\u6cd5\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>9.Apache Spark<\/strong><\/h4>\n\n\n\n<p>Apache Spark \u662f\u4e00\u500b\u5f37\u5927\u7684\u958b\u6e90\u6578\u64da\u8655\u7406\u5f15\u64ce\uff0c\u652f\u6301\u6a5f\u5668\u5b78\u7fd2\u7b97\u6cd5\u3002\u5b83\u63d0\u4f9b\u4e86\u7528\u65bc\u5206\u4f48\u5f0f\u6578\u64da\u8655\u7406\u7684\u63a5\u53e3\uff0c\u4e26\u5141\u8a31\u60a8\u5927\u898f\u6a21\u69cb\u5efa\u548c\u8a13\u7df4\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>10. <strong>Vowpal Wabbit<\/strong><\/strong><\/h4>\n\n\n\n<p>Vowpal Wabbit \u662f\u4e00\u500b\u5feb\u901f\u9ad8\u6548\u7684\u958b\u6e90\u6a5f\u5668\u5b78\u7fd2\u5eab\u3002\u5b83\u5c08\u70ba\u5927\u898f\u6a21\u5b78\u7fd2\u4efb\u52d9\u800c\u8a2d\u8a08\uff0c\u4ee5\u5176\u901f\u5ea6\u548c\u53ef\u64f4\u5c55\u6027\u800c\u805e\u540d\u3002Vowpal Wabbit \u652f\u6301\u5404\u7a2e\u6a5f\u5668\u5b78\u7fd2\u7b97\u6cd5\uff0c\u5305\u62ec\u56de\u6b78\u3001\u5206\u985e\u548c\u6392\u540d\u3002<\/p>\n\n\n\n<p>\u9019\u4e9b\u958b\u6e90\u6a5f\u5668\u5b78\u7fd2\u9805\u76ee\u70ba\u65b0\u751f\u63d0\u4f9b\u4e86\u7372\u5f97\u5be6\u8e10\u7d93\u9a57\u7684\u7d55\u4f73\u5b78\u7fd2\u6a5f\u6703\u3002\u5728\u5f9e\u4e8b\u9019\u4e9b\u9805\u76ee\u6642\uff0c\u60a8\u4e0d\u50c5\u6703\u5b78\u7fd2\u5e95\u5c64\u7684\u6a5f\u5668\u5b78\u7fd2\u6982\u5ff5\uff0c\u9084\u6703\u4e86\u89e3\u5982\u4f55\u5728\u73fe\u5be6\u5834\u666f\u4e2d\u5be6\u73fe\u5b83\u5011\u3002<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u5efa\u8b70\u5f9e\u66f4\u7c21\u55ae\u7684\u9805\u76ee\u958b\u59cb\uff0c\u7136\u5f8c\u9010\u6f38\u8f49\u5411\u66f4\u8907\u96dc\u7684\u9805\u76ee\u3002\u9996\u5148\u4e86\u89e3\u6a5f\u5668\u5b78\u7fd2\u7b97\u6cd5\u548c\u6280\u8853\u7684\u57fa\u790e\u77e5\u8b58\u3002\u4e00\u65e6\u60a8\u719f\u6089\u4e86\u57fa\u790e\u77e5\u8b58\uff0c\u5c31\u53ef\u4ee5\u63a2\u7d22\u4e0d\u540c\u7684\u5eab\u548c\u5de5\u5177\u4f86\u69cb\u5efa\u548c\u8a13\u7df4\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u7a4d\u6975\u53c3\u8207\u5404\u81ea\u7684\u9805\u76ee\u793e\u5340\u3001\u8ad6\u58c7\u548c\u8a0e\u8ad6\u3002\u9019\u5c07\u5e6b\u52a9\u60a8\u8207\u7d93\u9a57\u8c50\u5bcc\u7684\u958b\u767c\u4eba\u54e1\u5efa\u7acb\u806f\u7e6b\uff0c\u4e26\u5728\u60a8\u7684\u5b78\u7fd2\u904e\u7a0b\u4e2d\u7372\u5f97\u6307\u5c0e\u3002\u8207\u4ed6\u4eba\u5408\u4f5c\u4e5f\u80fd\u8b93\u4f60\u63a5\u89f8\u5230\u8a72\u9818\u57df\u7684\u4e0d\u540c\u89c0\u9ede\u548c\u6311\u6230\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u7d50\u675f<\/strong><\/h4>\n\n\n\n<p>\u958b\u6e90\u6a5f\u5668\u5b78\u7fd2\u9805\u76ee\u662f\u65b0\u751f\u5b78\u7fd2\u548c\u63d0\u9ad8\u6a5f\u5668\u5b78\u7fd2\u6280\u80fd\u7684\u5bf6\u8cb4\u8cc7\u6e90\u3002\u5b83\u5011\u63d0\u4f9b\u4e86\u7406\u89e3\u548c\u5be6\u65bd\u6a5f\u5668\u5b78\u7fd2\u6280\u8853\u7684\u5be6\u7528\u65b9\u6cd5\u3002\u56e0\u6b64\uff0c\u5f9e\u4e0a\u9762\u7684\u5217\u8868\u4e2d\u9078\u64c7\u4e00\u500b\u9805\u76ee\uff0c\u958b\u59cb\u63a2\u7d22\uff0c\u4e26\u6295\u5165\u6a5f\u5668\u5b78\u7fd2\u7684\u8ff7\u4eba\u4e16\u754c\uff01<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u539f\u6587\uff1a<a href=\"https:\/\/www.analyticsinsight.net\/10-best-open-source-machine-learning-projects-for-beginners\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/www.analyticsinsight.net\/10-best-open-source-machine-learning-projects-for-beginners\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6a5f\u5668\u5b78\u7fd2\u662f\u4e00\u500b\u5feb\u901f\u767c\u5c55\u7684\u6280\u8853\u9818\u57df\uff0c\u6d89\u53ca\u7b97\u6cd5\u548c\u6a21\u578b\u7684\u958b\u767c\uff0c\u9019\u4e9b\u7b97\u6cd5\u548c\u6a21\u578b\u53ef\u4ee5\u6839\u64da\u6578\u64da\u9032\u884c\u5b78\u7fd2\u4e26\u505a\u51fa\u9810\u6e2c\u6216\u6c7a\u7b56\u3002 \u5c0d\u65bc\u71b1\u8877\u65bc\u5f9e\u4e8b\u6a5f\u5668\u5b78\u7fd2\u8077\u696d\u7684\u65b0\u751f\u4f86\u8aaa\uff0c\u7372\u5f97\u5be6\u8e10\u7d93\u9a57\u4e26\u53c3\u8207\u5be6\u969b\u9805\u76ee\u4ee5\u5c55\u793a\u81ea\u5df1\u7684\u6280\u80fd\u81f3\u95dc\u91cd\u8981\u3002\u56e0\u6b64\uff0c\u70ba\u4e86\u89e3\u66f4\u591a\u4fe1\u606f\uff0c\u6211\u5011\u5c07\u63a2\u8a0e\u6700\u9069\u5408\u65b0\u624b\u6df1\u5165\u7814\u7a76\u7684 10 \u500b\u958b\u6e90\u6a5f\u5668\u5b78\u7fd2\u9805\u76ee\u3002\u6b64\u5916\uff0c\u6a5f\u5668\u5b78\u7fd2\u5df2\u6210\u70ba\u5404\u500b\u884c\u696d\u7684\u91cd\u8981\u7d44\u6210\u90e8\u5206\uff0c\u4f7f\u5176\u6210\u70ba\u6700\u6709\u524d\u9014\u7684\u8077\u696d\u9818\u57df\u4e4b\u4e00\u3002 \u5341\u5927\u6700\u9069\u5408\u65b0\u751f\u958b\u555f\u4eba\u5de5\u667a\u80fd\u4e4b\u8def\u7684\u6a5f\u5668\u5b78\u7fd2\u9805\u76ee \u6709\u5e7e\u500b\u53ef\u7528\u7684\u958b\u6e90\u9805\u76ee\uff0c\u65b0\u751f\u53ef\u4ee5\u5229\u7528\u5b83\u5011\u4f86\u589e\u5f37\u4ed6\u5011\u5728\u6a5f\u5668\u5b78\u7fd2\u65b9\u9762\u7684\u77e5\u8b58\u548c\u6280\u80fd\uff0c\u4f46\u5728\u9019\u88e1\u6211\u5011\u5c07\u8a0e\u8ad6 10 \u500b\u6700\u4f73\u958b\u6e90\u6a5f\u5668\u5b78\u7fd2\u9805\u76ee\u3002 1.TensorFlow TensorFlow \u662f Google \u958b\u767c\u7684\u958b\u6e90\u8edf\u4ef6\u5eab\uff0c\u53ef\u8b93\u60a8\u8f15\u9b06\u69cb\u5efa\u548c\u90e8\u7f72\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u3002\u5b83\u70ba\u6a5f\u5668\u5b78\u7fd2\u9805\u76ee\u63d0\u4f9b\u4e86\u4e00\u500b\u7531\u5de5\u5177\u3001\u5eab\u548c\u793e\u5340\u8cc7\u6e90\u7d44\u6210\u7684\u7d9c\u5408\u751f\u614b\u7cfb\u7d71\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"categories":[27],"tags":[],"class_list":["post-596","post","type-post","status-publish","format-standard","hentry","category-paper"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/596","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=596"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/596\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=596"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=596"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=596"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}