

{"id":143469,"date":"2024-09-25T11:34:49","date_gmt":"2024-09-25T06:04:49","guid":{"rendered":"https:\/\/data-flair.training\/blogs\/?p=143469"},"modified":"2025-06-24T15:07:33","modified_gmt":"2025-06-24T09:37:33","slug":"salary-prediction-of-employees-in-machine-learning","status":"publish","type":"post","link":"https:\/\/data-flair.training\/blogs\/salary-prediction-of-employees-in-machine-learning\/","title":{"rendered":"Salary Prediction of Employees in Machine Learning"},"content":{"rendered":"<h3>Program 1<\/h3>\n<p><a href=\"https:\/\/drive.google.com\/file\/d\/1-NxhaZY4k1D1y2nWWm9u6REey3EN_Xa8\/view?usp=sharing\" target=\"_blank\" rel=\"noopener\"><strong>Employee Dataset<\/strong><\/a><\/p>\n<pre class=\"EnlighterJSRAW\" data-enlighter-language=\"generic\"># ML Model for Salary Predication\r\n\r\nimport pandas as pd\r\nimport numpy as np\r\nimport matplotlib.pyplot as mlt\r\nfrom sklearn import  linear_model\r\nmydf=pd.read_excel(\"D:\/\/MLFile\/employee.xlsx\")\r\nprint(mydf)\r\nmymodel=linear_model.LinearRegression()\r\nmymodel.fit(mydf.drop('salary',axis='columns'),mydf.salary)\r\nex=float(input(\"Enter an Experience: \"))\r\nprint(\"Predicated Salary: \",mymodel.predict([[ex]]))\r\nalpha=mymodel.intercept_\r\nbeta=mymodel.coef_\r\nprint(\"Formula Predication: \",(alpha+beta*ex))\r\nmydf_exp=pd.read_excel(\"D:\/\/MLFile\/empexperience.xlsx\")\r\nprint(mydf_exp)\r\npredsal=mymodel.predict((mydf_exp))\r\nprint(\"-------------------------------------------------\")\r\nmydf_exp['Salary']=predsal\r\nprint(mydf_exp)\r\nmydf_exp.to_excel(\"D:\/\/MLFile\/newempData.xlsx\")\r\nmlt.scatter(mydf_exp.experience,mydf_exp.Salary,color=\"green\",marker=\"+\")\r\nmlt.plot(mydf_exp.experience,mydf_exp.Salary,color=\"red\")\r\nmlt.xlabel(\"Years of Experience\")\r\nmlt.ylabel(\"Salary(In Rupees)\")\r\nmlt.show()\r\nprint(\"Predication Done Successfully............\")<\/pre>\n<p>&nbsp;<span hidden class=\"__iawmlf-post-loop-links\" data-iawmlf-links=\"[{&quot;id&quot;:108,&quot;href&quot;:&quot;https:\\\/\\\/drive.google.com\\\/file\\\/d\\\/1-NxhaZY4k1D1y2nWWm9u6REey3EN_Xa8\\\/view?usp=sharing&quot;,&quot;archived_href&quot;:&quot;http:\\\/\\\/web-wp.archive.org\\\/web\\\/20251205212133\\\/https:\\\/\\\/drive.google.com\\\/file\\\/d\\\/1-NxhaZY4k1D1y2nWWm9u6REey3EN_Xa8\\\/view?usp=sharing&quot;,&quot;redirect_href&quot;:&quot;&quot;,&quot;checks&quot;:[{&quot;date&quot;:&quot;2025-12-09 22:27:35&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2025-12-27 17:12:17&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2025-12-31 05:46:13&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-01-04 00:39:24&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-01-13 15:23:09&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-02-01 18:24:11&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-03-03 16:23:46&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-03-13 16:37:09&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-04-08 06:32:41&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-04-11 17:26:11&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-04-15 02:13:51&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-04-28 01:59:14&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-05-05 11:21:14&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-05-09 06:04:38&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-05-14 10:06:26&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-05-21 04:48:13&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-06-02 10:36:52&quot;,&quot;http_code&quot;:200},{&quot;date&quot;:&quot;2026-06-21 05:03:56&quot;,&quot;http_code&quot;:200}],&quot;broken&quot;:false,&quot;last_checked&quot;:{&quot;date&quot;:&quot;2026-06-21 05:03:56&quot;,&quot;http_code&quot;:200},&quot;process&quot;:&quot;done&quot;}]\"><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Program 1 Employee Dataset # ML Model for Salary Predication import pandas as pd import numpy as np import matplotlib.pyplot as mlt from sklearn import linear_model mydf=pd.read_excel(&#8220;D:\/\/MLFile\/employee.xlsx&#8221;) print(mydf) mymodel=linear_model.LinearRegression() mymodel.fit(mydf.drop(&#8216;salary&#8217;,axis=&#8217;columns&#8217;),mydf.salary) ex=float(input(&#8220;Enter an Experience: &#8220;))&#46;&#46;&#46;<\/p>\n","protected":false},"author":581,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[36],"tags":[8431,33127,33128,33135,33136,33133,33134],"class_list":["post-143469","post","type-post","status-publish","format-standard","hentry","category-machine-learning","tag-machine-learning","tag-machine-learning-practical","tag-machine-learning-program","tag-machine-learning-program-on-salary-prediction","tag-salary-prediction","tag-salary-prediction-of-employees-in-machine-learning","tag-salary-prediction-using-machine-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Salary Prediction of Employees in Machine Learning - DataFlair<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/data-flair.training\/blogs\/salary-prediction-of-employees-in-machine-learning\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Salary Prediction of Employees in Machine Learning - DataFlair\" \/>\n<meta property=\"og:description\" content=\"Program 1 Employee Dataset # ML Model for Salary Predication import pandas as pd import numpy as np import matplotlib.pyplot as mlt from sklearn import linear_model mydf=pd.read_excel(&quot;D:\/\/MLFile\/employee.xlsx&quot;) print(mydf) mymodel=linear_model.LinearRegression() mymodel.fit(mydf.drop(&#039;salary&#039;,axis=&#039;columns&#039;),mydf.salary) ex=float(input(&quot;Enter an Experience: &quot;))&#046;&#046;&#046;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/data-flair.training\/blogs\/salary-prediction-of-employees-in-machine-learning\/\" \/>\n<meta property=\"og:site_name\" content=\"DataFlair\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/DataFlairWS\/\" \/>\n<meta property=\"article:published_time\" content=\"2024-09-25T06:04:49+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-06-24T09:37:33+00:00\" \/>\n<meta name=\"author\" content=\"DataFlair Team\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DataFlairWS\" \/>\n<meta name=\"twitter:site\" content=\"@DataFlairWS\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"DataFlair Team\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Salary Prediction of Employees in Machine Learning - DataFlair","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/data-flair.training\/blogs\/salary-prediction-of-employees-in-machine-learning\/","og_locale":"en_US","og_type":"article","og_title":"Salary Prediction of Employees in Machine Learning - DataFlair","og_description":"Program 1 Employee Dataset # ML Model for Salary Predication import pandas as pd import numpy as np import matplotlib.pyplot as mlt from sklearn import linear_model mydf=pd.read_excel(\"D:\/\/MLFile\/employee.xlsx\") print(mydf) mymodel=linear_model.LinearRegression() mymodel.fit(mydf.drop('salary',axis='columns'),mydf.salary) ex=float(input(\"Enter an Experience: \"))&#46;&#46;&#46;","og_url":"https:\/\/data-flair.training\/blogs\/salary-prediction-of-employees-in-machine-learning\/","og_site_name":"DataFlair","article_publisher":"https:\/\/www.facebook.com\/DataFlairWS\/","article_published_time":"2024-09-25T06:04:49+00:00","article_modified_time":"2025-06-24T09:37:33+00:00","author":"DataFlair Team","twitter_card":"summary_large_image","twitter_creator":"@DataFlairWS","twitter_site":"@DataFlairWS","twitter_misc":{"Written by":"DataFlair Team","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/data-flair.training\/blogs\/salary-prediction-of-employees-in-machine-learning\/#article","isPartOf":{"@id":"https:\/\/data-flair.training\/blogs\/salary-prediction-of-employees-in-machine-learning\/"},"author":{"name":"DataFlair Team","@id":"https:\/\/data-flair.training\/blogs\/#\/schema\/person\/c187795dc82ab948373cca526df7c445"},"headline":"Salary Prediction of Employees in Machine Learning","datePublished":"2024-09-25T06:04:49+00:00","dateModified":"2025-06-24T09:37:33+00:00","mainEntityOfPage":{"@id":"https:\/\/data-flair.training\/blogs\/salary-prediction-of-employees-in-machine-learning\/"},"wordCount":11,"commentCount":0,"publisher":{"@id":"https:\/\/data-flair.training\/blogs\/#organization"},"keywords":["machine learning","machine learning practical","machine learning program","machine learning program on salary prediction","salary prediction","salary prediction of employees in machine learning","salary prediction using machine learning"],"articleSection":["Machine Learning Tutorials"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/data-flair.training\/blogs\/salary-prediction-of-employees-in-machine-learning\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/data-flair.training\/blogs\/salary-prediction-of-employees-in-machine-learning\/","url":"https:\/\/data-flair.training\/blogs\/salary-prediction-of-employees-in-machine-learning\/","name":"Salary Prediction of Employees in Machine Learning - DataFlair","isPartOf":{"@id":"https:\/\/data-flair.training\/blogs\/#website"},"datePublished":"2024-09-25T06:04:49+00:00","dateModified":"2025-06-24T09:37:33+00:00","breadcrumb":{"@id":"https:\/\/data-flair.training\/blogs\/salary-prediction-of-employees-in-machine-learning\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/data-flair.training\/blogs\/salary-prediction-of-employees-in-machine-learning\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/data-flair.training\/blogs\/salary-prediction-of-employees-in-machine-learning\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Blog Home","item":"https:\/\/data-flair.training\/blogs\/"},{"@type":"ListItem","position":2,"name":"Machine Learning Tutorials","item":"https:\/\/data-flair.training\/blogs\/category\/machine-learning\/"},{"@type":"ListItem","position":3,"name":"Salary Prediction of Employees in Machine Learning"}]},{"@type":"WebSite","@id":"https:\/\/data-flair.training\/blogs\/#website","url":"https:\/\/data-flair.training\/blogs\/","name":"DataFlair","description":"Learn Today. 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