{"id":27940,"date":"2023-06-23T21:31:43","date_gmt":"2023-06-23T18:01:43","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/demystifying-the-data-product-lifecycle-from-inception-to-retirement-2i19\/"},"modified":"2023-06-23T21:31:43","modified_gmt":"2023-06-23T18:01:43","slug":"demystifying-the-data-product-lifecycle-from-inception-to-retirement-2i19","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/demystifying-the-data-product-lifecycle-from-inception-to-retirement-2i19\/","title":{"rendered":"\u0627\u0628\u0647\u0627\u0645 \u0632\u062f\u0627\u06cc\u06cc \u0627\u0632 \u0686\u0631\u062e\u0647 \u0639\u0645\u0631 \u0645\u062d\u0635\u0648\u0644 \u062f\u0627\u062f\u0647: \u0627\u0632 \u0622\u063a\u0627\u0632 \u0628\u0647 \u06a9\u0627\u0631 \u062a\u0627 \u0628\u0627\u0632\u0646\u0634\u0633\u062a\u06af\u06cc"},"content":{"rendered":"<div data-article-id=\"1514576\" id=\"article-body\">\n<p>\u062f\u0631 \u0639\u0635\u0631 \u0645\u0628\u062a\u0646\u06cc 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\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0628\u06cc\u0646\u0634\u060c \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06cc\u0627 \u062d\u0644 \u0645\u0633\u0626\u0644\u0647 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0645\u06cc \u0633\u0627\u0632\u0646\u062f.  \u0627\u06cc\u0646 \u0634\u0627\u0645\u0644 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u06a9\u062a\u0634\u0627\u0641\u06cc\u060c \u0627\u0646\u062a\u062e\u0627\u0628 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0622\u0645\u0627\u0631\u06cc \u06cc\u0627 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0645\u0646\u0627\u0633\u0628\u060c \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0648 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0627\u0633\u062a.<\/p>\n<p><strong>5. \u0627\u0633\u062a\u0642\u0631\u0627\u0631:<\/strong><br \/>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0645\u062f\u0644 \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0634\u062f\u060c \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u062a\u0648\u0644\u06cc\u062f \u0645\u0633\u062a\u0642\u0631 \u0645\u06cc \u0634\u0648\u062f.  \u0627\u06cc\u0646 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0634\u0627\u0645\u0644 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u062f\u0644 \u0628\u0627 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f\u060c \u0627\u06cc\u062c\u0627\u062f API \u06cc\u0627 \u0645\u06cc\u06a9\u0631\u0648\u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0622\u0633\u0627\u0646 \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc\u060c \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0648 \u0627\u0645\u0646\u06cc\u062a \u0628\u0627\u0634\u062f.<\/p>\n<p><strong>6. \u0646\u0638\u0627\u0631\u062a \u0648 \u0646\u06af\u0647\u062f\u0627\u0631\u06cc:<\/strong><br \/>\u067e\u0633 \u0627\u0632 \u0627\u0633\u062a\u0642\u0631\u0627\u0631\u060c \u0645\u062d\u0635\u0648\u0644 \u062f\u0627\u062f\u0647 \u0628\u0627\u06cc\u062f \u0628\u0647 \u0637\u0648\u0631 \u0645\u062f\u0627\u0648\u0645 \u0645\u0648\u0631\u062f \u0646\u0638\u0627\u0631\u062a \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u062f \u062a\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0634\u0648\u062f\u060c \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc\u200c\u0647\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u0648\u0646\u062f \u0648 \u0647\u0631 \u0645\u0634\u06a9\u0644\u06cc \u06a9\u0647 \u067e\u06cc\u0634 \u0645\u06cc\u200c\u0622\u06cc\u062f \u0628\u0631\u0637\u0631\u0641 \u0634\u0648\u062f.  \u0627\u06cc\u0646 \u0634\u0627\u0645\u0644 \u0631\u062f\u06cc\u0627\u0628\u06cc \u0634\u0627\u062e\u0635\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f (KPI)\u060c \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u06a9\u06cc\u0641\u06cc\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0627\u0646\u062c\u0627\u0645 \u062f\u0648\u0631\u0647\u200c\u0627\u06cc \u0628\u0627\u0632\u0622\u0645\u0648\u0632\u06cc \u06cc\u0627 \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0645\u062f\u0644 \u0627\u0633\u062a.<\/p>\n<p><strong>7. \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0648 \u0628\u0647\u0628\u0648\u062f:<\/strong><br \/>\u0628\u0631 \u0627\u0633\u0627\u0633 \u0628\u06cc\u0646\u0634 \u0647\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0627\u0632 \u0646\u0638\u0627\u0631\u062a \u0648 \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u06a9\u0627\u0631\u0628\u0631\u060c \u0645\u062d\u0635\u0648\u0644 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u0637\u0648\u0644 \u0632\u0645\u0627\u0646 \u0628\u0647\u06cc\u0646\u0647 \u0648 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u06cc\u062f.  \u0627\u06cc\u0646 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0634\u0627\u0645\u0644 \u0627\u0635\u0644\u0627\u062d \u0645\u062f\u0644\u200c\u0647\u0627\u060c \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0645\u0646\u0627\u0628\u0639 \u062f\u0627\u062f\u0647\u060c \u062a\u0631\u06a9\u06cc\u0628 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u060c \u06cc\u0627 \u0628\u0647\u0628\u0648\u062f \u0631\u0627\u0628\u0637\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u062a\u062c\u0631\u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0628\u0627\u0634\u062f.<\/p>\n<p><strong>\u0628\u0627\u0632\u0646\u0634\u0633\u062a\u06af\u06cc:<\/strong> <br \/>\u062f\u0631 \u0628\u0631\u062e\u06cc \u0645\u0648\u0627\u0642\u0639\u060c \u06cc\u06a9 \u0645\u062d\u0635\u0648\u0644 \u062f\u0627\u062f\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0645\u0646\u0633\u0648\u062e \u0634\u0648\u062f \u06cc\u0627 \u062f\u06cc\u06af\u0631 \u0628\u0647 \u0647\u062f\u0641 \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u062e\u0648\u062f \u0639\u0645\u0644 \u0646\u06a9\u0646\u062f.  \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647\u060c \u062a\u0635\u0645\u06cc\u0645\u0627\u062a\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0628\u0627\u0632\u0646\u0634\u0633\u062a\u06af\u06cc \u0622\u0646 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0628\u0627\u06cc\u06af\u0627\u0646\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u0645\u0633\u062a\u0646\u062f\u0633\u0627\u0632\u06cc \u062f\u0631\u0633 \u0647\u0627\u06cc \u0622\u0645\u0648\u062e\u062a\u0647 \u0634\u062f\u0647\u060c \u0648 \u0627\u0646\u062a\u0642\u0627\u0644 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0628\u0647 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646.<\/p>\n<p><strong>\u0645\u062b\u0627\u0644 \u067e\u0627\u06cc\u0647:<\/strong> <br \/>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0686\u0646\u062f \u0646\u0645\u0648\u0646\u0647 \u06a9\u062f \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u0631\u0627\u062d\u0644 \u0645\u062e\u062a\u0644\u0641 \u0686\u0631\u062e\u0647 \u0639\u0645\u0631 \u0645\u062d\u0635\u0648\u0644 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<p>(\u0645\u0646).  \u0627\u06a9\u062a\u0633\u0627\u0628 \u062f\u0627\u062f\u0647 \u0647\u0627:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"n\">pd<\/span>\n<span class=\"c1\"># Acquiring data from a CSV file\n<\/span><span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"p\">.<\/span><span class=\"n\">read_csv<\/span><span class=\"p\">(<\/span><span class=\"s\">'data.csv'<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Acquiring data from an API\n<\/span><span class=\"kn\">import<\/span> <span class=\"nn\">requests<\/span>\n<span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">requests<\/span><span class=\"p\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"s\">'https:\/\/api.example.com\/data'<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"n\">json<\/span><span class=\"p\">()<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>(II).  \u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"n\">pd<\/span>\n\n<span class=\"c1\"># Cleaning data\n<\/span><span class=\"n\">data<\/span><span class=\"p\">.<\/span><span class=\"n\">dropna<\/span><span class=\"p\">(<\/span><span class=\"n\">inplace<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Transforming data\n<\/span><span class=\"n\">data<\/span><span class=\"p\">[<\/span><span class=\"s\">'date'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"p\">.<\/span><span class=\"n\">to_datetime<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"p\">[<\/span><span class=\"s\">'date'<\/span><span class=\"p\">])<\/span>\n\n<span class=\"c1\"># Feature engineering\n<\/span><span class=\"n\">data<\/span><span class=\"p\">[<\/span><span class=\"s\">'hour'<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"n\">data<\/span><span class=\"p\">[<\/span><span class=\"s\">'date'<\/span><span class=\"p\">].<\/span><span class=\"n\">dt<\/span><span class=\"p\">.<\/span><span class=\"n\">hour<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>(iii).  \u062a\u0648\u0633\u0639\u0647 \u0645\u062f\u0644:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.linear_model<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">LinearRegression<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.model_selection<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">train_test_split<\/span>\n\n<span class=\"c1\"># Splitting data into training and testing sets\n<\/span><span class=\"n\">X<\/span> <span class=\"o\">=<\/span> <span class=\"n\">data<\/span><span class=\"p\">[[<\/span><span class=\"s\">'feature1'<\/span><span class=\"p\">,<\/span> <span class=\"s\">'feature2'<\/span><span class=\"p\">]]<\/span>\n<span class=\"n\">y<\/span> <span class=\"o\">=<\/span> <span class=\"n\">data<\/span><span class=\"p\">[<\/span><span class=\"s\">'target'<\/span><span class=\"p\">]<\/span>\n<span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">X_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_test<\/span> <span class=\"o\">=<\/span> <span class=\"n\">train_test_split<\/span><span class=\"p\">(<\/span><span class=\"n\">X<\/span><span class=\"p\">,<\/span> <span class=\"n\">y<\/span><span class=\"p\">,<\/span> <span class=\"n\">test_size<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.2<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Creating and training a linear regression model\n<\/span><span class=\"n\">model<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LinearRegression<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>(IV).  \u06af\u0633\u062a\u0631\u0634:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"nn\">pickle<\/span>\n\n<span class=\"c1\"># Saving the trained model to a file\n<\/span><span class=\"k\">with<\/span> <span class=\"nb\">open<\/span><span class=\"p\">(<\/span><span class=\"s\">'model.pkl'<\/span><span class=\"p\">,<\/span> <span class=\"s\">'wb'<\/span><span class=\"p\">)<\/span> <span class=\"k\">as<\/span> <span class=\"n\">f<\/span><span class=\"p\">:<\/span>\n    <span class=\"n\">pickle<\/span><span class=\"p\">.<\/span><span class=\"n\">dump<\/span><span class=\"p\">(<\/span><span class=\"n\">model<\/span><span class=\"p\">,<\/span> <span class=\"n\">f<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Loading the model from file\n<\/span><span class=\"k\">with<\/span> <span class=\"nb\">open<\/span><span class=\"p\">(<\/span><span class=\"s\">'model.pkl'<\/span><span class=\"p\">,<\/span> <span class=\"s\">'rb'<\/span><span class=\"p\">)<\/span> <span class=\"k\">as<\/span> <span class=\"n\">f<\/span><span class=\"p\">:<\/span>\n    <span class=\"n\">loaded_model<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pickle<\/span><span class=\"p\">.<\/span><span class=\"n\">load<\/span><span class=\"p\">(<\/span><span class=\"n\">f<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Making predictions using the loaded model\n<\/span><span class=\"n\">predictions<\/span> <span class=\"o\">=<\/span> <span class=\"n\">loaded_model<\/span><span class=\"p\">.<\/span><span class=\"n\">predict<\/span><span class=\"p\">(<\/span><span class=\"n\">X_test<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>(v).  \u0646\u0638\u0627\u0631\u062a \u0648 \u0646\u06af\u0647\u062f\u0627\u0631\u06cc:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"c1\"># Calculating performance metrics\n<\/span><span class=\"kn\">from<\/span> <span class=\"nn\">sklearn.metrics<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">mean_squared_error<\/span>\n\n<span class=\"n\">mse<\/span> <span class=\"o\">=<\/span> <span class=\"n\">mean_squared_error<\/span><span class=\"p\">(<\/span><span class=\"n\">y_test<\/span><span class=\"p\">,<\/span> <span class=\"n\">predictions<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Monitoring data quality\n<\/span><span class=\"n\">is_data_valid<\/span> <span class=\"o\">=<\/span> <span class=\"n\">data<\/span><span class=\"p\">.<\/span><span class=\"n\">isnull<\/span><span class=\"p\">().<\/span><span class=\"nb\">sum<\/span><span class=\"p\">().<\/span><span class=\"nb\">sum<\/span><span class=\"p\">()<\/span> <span class=\"o\">==<\/span> <span class=\"mi\">0<\/span>\n\n<span class=\"c1\"># Triggering retraining based on performance metrics\n<\/span><span class=\"k\">if<\/span> <span class=\"n\">mse<\/span> <span class=\"o\">&gt;<\/span> <span class=\"n\">threshold<\/span><span class=\"p\">:<\/span>\n    <span class=\"c1\"># Retrain the model\n<\/span>    <span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"n\">fit<\/span><span class=\"p\">(<\/span><span class=\"n\">X_train<\/span><span class=\"p\">,<\/span> <span class=\"n\">y_train<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0646\u06a9\u062a\u0647 \u0645\u0647\u0645 \u0627\u0633\u062a \u06a9\u0647 \u0686\u0631\u062e\u0647 \u0639\u0645\u0631 \u0645\u062d\u0635\u0648\u0644 \u062f\u0627\u062f\u0647 \u062a\u06a9\u0631\u0627\u0631\u06cc \u0627\u0633\u062a \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0634\u0627\u0645\u0644 \u062d\u0644\u0642\u0647 \u0647\u0627\u06cc \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u0628\u06cc\u0646 \u0645\u0631\u0627\u062d\u0644 \u0645\u062e\u062a\u0644\u0641 \u0628\u0627\u0634\u062f.  \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0647\u0645\u06a9\u0627\u0631\u06cc \u0645\u062a\u0642\u0627\u0628\u0644 \u0628\u06cc\u0646 \u062f\u0627\u0646\u0634\u0645\u0646\u062f\u0627\u0646 \u062f\u0627\u062f\u0647\u060c \u0645\u0647\u0646\u062f\u0633\u0627\u0646\u060c \u06a9\u0627\u0631\u0634\u0646\u0627\u0633\u0627\u0646 \u062d\u0648\u0632\u0647 \u0648 \u0633\u0647\u0627\u0645\u062f\u0627\u0631\u0627\u0646 \u062f\u0631 \u0637\u0648\u0644 \u0686\u0631\u062e\u0647 \u062d\u06cc\u0627\u062a \u0628\u0631\u0627\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u062a\u0648\u0633\u0639\u0647 \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u0648\u0641\u0642\u06cc\u062a\u200c\u0622\u0645\u06cc\u0632 \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u062f\u0627\u062f\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a.<\/p>\n<p>\u062f\u0631 \u0646\u062a\u06cc\u062c\u0647\u060c \u0686\u0631\u062e\u0647 \u0639\u0645\u0631 \u0645\u062d\u0635\u0648\u0644 \u062f\u0627\u062f\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0646\u0642\u0634\u0647 \u0631\u0627\u0647 \u0628\u0631\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646 \u0647\u0627\u06cc\u06cc \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u0648\u062b\u0631 \u0627\u0632 \u062f\u0627\u0631\u0627\u06cc\u06cc \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u0647\u0633\u062a\u0646\u062f. <\/p>\n<p>\u0627\u0632 \u0622\u063a\u0627\u0632 \u062a\u0627 \u0628\u0627\u0632\u0646\u0634\u0633\u062a\u06af\u06cc\u060c \u0647\u0631 \u0645\u0631\u062d\u0644\u0647 \u0646\u0642\u0634\u06cc \u062d\u06cc\u0627\u062a\u06cc \u062f\u0631 \u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062e\u0627\u0645 \u0628\u0647 \u0628\u06cc\u0646\u0634\u200c\u0647\u0627\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0648 \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u062a\u0627\u062b\u06cc\u0631\u06af\u0630\u0627\u0631 \u062f\u0627\u0631\u062f.  \u0628\u0627 \u067e\u0630\u06cc\u0631\u0634 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0633\u06cc\u0633\u062a\u0645\u0627\u062a\u06cc\u06a9 \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0627\u06cc\u062f\u0647\u200c\u067e\u0631\u062f\u0627\u0632\u06cc\u060c \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647\u060c \u0622\u0645\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc\u060c \u062a\u0648\u0633\u0639\u0647 \u0645\u062f\u0644\u060c \u0627\u0633\u062a\u0642\u0631\u0627\u0631\u060c \u0646\u0638\u0627\u0631\u062a\u060c \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u0628\u0627\u0632\u0646\u0634\u0633\u062a\u06af\u06cc \u0627\u0633\u062a\u060c \u06a9\u0633\u0628\u200c\u0648\u06a9\u0627\u0631\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0642\u062f\u0631\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0627\u0632 \u06a9\u0646\u0646\u062f.  \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0627\u06cc\u0646 \u0633\u0641\u0631 \u06a9\u0644 \u0646\u06af\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0633\u0627\u0632\u0645\u0627\u0646 \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0646\u0648\u0622\u0648\u0631\u06cc \u0631\u0627 \u0647\u062f\u0627\u06cc\u062a \u06a9\u0646\u0646\u062f\u060c \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u0622\u06af\u0627\u0647\u0627\u0646\u0647 \u0628\u06af\u06cc\u0631\u0646\u062f\u060c \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0647\u0646\u062f \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u062f\u0631 \u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632 \u062f\u0627\u062f\u0647 \u0645\u062d\u0648\u0631 \u0627\u0645\u0631\u0648\u0632\u06cc \u062c\u0644\u0648\u062a\u0631 \u0628\u0645\u0627\u0646\u0646\u062f. <\/p>\n<p>\u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u0641\u0646\u0627\u0648\u0631\u06cc \u0648 \u062a\u06a9\u062b\u06cc\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u062f\u0631\u06a9 \u0648 \u067e\u06cc\u0645\u0627\u06cc\u0634 \u0645\u0624\u062b\u0631 \u062f\u0631 \u0686\u0631\u062e\u0647 \u0639\u0645\u0631 \u0645\u062d\u0635\u0648\u0644 \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0631\u0648\u0646\u0642 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0641\u0632\u0627\u06cc\u0646\u062f\u0647\u200c\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a\u060c \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.  \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u06a9\u0627\u0645\u0644 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