{"id":40,"date":"2023-10-02T16:04:38","date_gmt":"2023-10-02T16:04:38","guid":{"rendered":"https:\/\/shethskill.com\/?p=40"},"modified":"2023-10-02T16:04:38","modified_gmt":"2023-10-02T16:04:38","slug":"machine-learning-life-cycle","status":"publish","type":"post","link":"https:\/\/shethskill.com\/index.php\/2023\/10\/02\/machine-learning-life-cycle\/","title":{"rendered":"Machine learning life cycle"},"content":{"rendered":"\n<ol type=\"1\" start=\"1\">\n<li>Project requirement\n<ul>\n<li>Identity business problem as an opportunities<\/li>\n\n\n\n<li>Analyse requirement and define target to achieve<\/li>\n\n\n\n<li>Identify tools and technique to solve<\/li>\n\n\n\n<li>Find&nbsp;subject matter expertise&nbsp;<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Explore data\n<ul>\n<li>Gathering data from various source<\/li>\n\n\n\n<li>Data cleaning and labelling<\/li>\n\n\n\n<li>Feature selection<\/li>\n\n\n\n<li>Data versioning&nbsp;<\/li>\n\n\n\n<li>Store metadata<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Model architecture\n<ul>\n<li>Decide target variable<\/li>\n\n\n\n<li>Build appropriate model by substantial research<\/li>\n\n\n\n<li>Model training &amp; validating&nbsp;<\/li>\n\n\n\n<li>Versioning experimental model<\/li>\n\n\n\n<li>Test &amp; evaluate effective model<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Model Deployment &amp; Documentation\n<ul>\n<li>Deploy model as a service endpoint&nbsp;<\/li>\n\n\n\n<li>Document&nbsp;model process&nbsp;<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Model Monitoring\n<ul>\n<li>Monitor hardware and software performance<\/li>\n\n\n\n<li>Customer satisfaction<\/li>\n\n\n\n<li>Get an alert if&nbsp;anomalies detection&nbsp;<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.3 - 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