{"id":37963,"date":"2024-08-16T09:44:34","date_gmt":"2024-08-16T09:44:34","guid":{"rendered":"https:\/\/www.mfec.co.th\/uncategorized\/5-factors-to-consider-before-training-your-own-artificial-intelligence-model\/"},"modified":"2024-10-02T04:11:40","modified_gmt":"2024-10-02T04:11:40","slug":"5-factors-to-consider-before-training-your-own-artificial-intelligence-model","status":"publish","type":"post","link":"https:\/\/www.mfec.co.th\/en\/tech-talk\/solution-and-services\/5-factors-to-consider-before-training-your-own-artificial-intelligence-model\/","title":{"rendered":"5 Factors to Consider Before Training Your Own Artificial Intelligence Model"},"content":{"rendered":"\n<p>Developing your own Artificial Intelligence (AI) model is a significant step that can enhance an organization\u2019s capabilities and help in competing more effectively in the market. However, before embarking on this process, there are key considerations to carefully evaluate, to ensure that the investment and AI development are worthwhile and meet genuine needs. <\/p>\n\n<p><\/p>\n\n<ol type=\"1\"><li><strong><span class=\"TextRun MacChromeBold SCXW195243548 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW195243548 BCX0\">The Problem to Be Solved<\/span><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXW195243548 BCX0\"><span class=\"SCXW195243548 BCX0\">\u00a0<\/span><br class=\"SCXW195243548 BCX0\"\/><\/span><\/strong><span class=\"TextRun SCXW195243548 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW195243548 BCX0\">AI development should start with a clear identification of the problem to be solved. It<\/span><span class=\"NormalTextRun SCXW195243548 BCX0\"> is <\/span><span class=\"NormalTextRun SCXW195243548 BCX0\">essential to know the purpose of creating the AI model. For instance, existing market models may not sufficiently meet business needs, there might be concerns about data security, or there could be extremely high usage that makes existing services impractical. Analyzing the problem is a crucial step to ensure that the developed AI effectively addresses these issues.<\/span><\/span><\/li><li><strong><span class=\"TextRun MacChromeBold SCXW123598664 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW123598664 BCX0\">Availability of Data<\/span><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXW123598664 BCX0\"><span class=\"SCXW123598664 BCX0\">\u00a0<\/span><br class=\"SCXW123598664 BCX0\"\/><\/span><\/strong><span class=\"TextRun SCXW123598664 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW123598664 BCX0\">Data is the heart of training AI models. If the problem to be solved involves making the model specialized, the organization must ensure that sufficient and <\/span><span class=\"NormalTextRun SCXW123598664 BCX0\">appropriate data<\/span><span class=\"NormalTextRun SCXW123598664 BCX0\"> is available to train the AI<\/span><span class=\"NormalTextRun SCXW123598664 BCX0\">, to reach effective development<\/span><span class=\"NormalTextRun SCXW123598664 BCX0\">. <\/span><span class=\"NormalTextRun SCXW123598664 BCX0\">Thus, i<\/span><span class=\"NormalTextRun SCXW123598664 BCX0\">f data is not readily available, preparing the data is a necessary task that should be prioritized.<\/span><\/span><\/li><li><strong><span class=\"TextRun MacChromeBold SCXW147080737 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW147080737 BCX0\">Experimenting with Market Solutions<\/span><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXW147080737 BCX0\"><span class=\"SCXW147080737 BCX0\">\u00a0<\/span><br class=\"SCXW147080737 BCX0\"\/><\/span><\/strong><span class=\"TextRun SCXW147080737 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW147080737 BCX0\">Currently, there are various AI solutions available in the market, including open-source models and ready-made APIs. Experimenting with these solutions can help organizations visualize the possibilities and select the most suitable <\/span><span class=\"NormalTextRun SCXW147080737 BCX0\">option<\/span><span class=\"NormalTextRun SCXW147080737 BCX0\">, potentially discovering that there are solutions that can address the problem without needing to develop their own model.<\/span><\/span><\/li><li><strong><span class=\"TextRun MacChromeBold SCXW135534415 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW135534415 BCX0\">Cost-Effectiveness<\/span><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXW135534415 BCX0\"><span class=\"SCXW135534415 BCX0\">\u00a0<\/span><br class=\"SCXW135534415 BCX0\"\/><\/span><\/strong><span class=\"TextRun SCXW135534415 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW135534415 BCX0\">Building a specialized AI model <\/span><span class=\"NormalTextRun SCXW135534415 BCX0\">generally incurs<\/span><span class=\"NormalTextRun SCXW135534415 BCX0\"> higher investment costs compared to using off-the-shelf AI solutions. Therefore, organizations must thoroughly consider the cost-effectiveness of the investment, which includes the costs of data preparation, development, testing, and maintenance. Long-term cost analysis should not be overlooked to maximize the benefits of this investment for the business.<\/span><\/span><span class=\"EOP SCXW135534415 BCX0\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/li><li><strong><span class=\"TextRun MacChromeBold SCXW83700769 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW83700769 BCX0\">Long-Term Maintenance<\/span><\/span><span class=\"LineBreakBlob BlobObject DragDrop SCXW83700769 BCX0\"><br class=\"SCXW83700769 BCX0\"\/><\/span><\/strong><span class=\"TextRun SCXW83700769 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW83700769 BCX0\">Once an AI system is developed and deployed, organizations must be prepared for long-term maintenance<\/span><span class=\"NormalTextRun SCXW83700769 BCX0\">,<\/span><span class=\"NormalTextRun SCXW83700769 BCX0\"> to ensure<\/span><span class=\"NormalTextRun SCXW83700769 BCX0\"> that<\/span> <span class=\"NormalTextRun SCXW83700769 BCX0\">the AI<\/span><span class=\"NormalTextRun SCXW83700769 BCX0\"> system is always operational. Continuously improving the model with new data or enhancing capabilities with increased usage is essential for adapting to changes and ongoing development.<\/span><\/span><\/li><\/ol>\n\n<p><\/p>\n\n<p>Developing your own AI can enable organizations to refine their business processes more accurately and specifically. Having an internally developed AI also enhances agility in updating and developing models for better response to rapidly changing market demands. Additionally, internal AI development reduces the risk of exposing sensitive information to external providers and allows for better control of long-term costs, as it does not rely on external services that become more expensive with increased usage. <\/p>\n\n<p><span class=\"TextRun SCXW123672934 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW123672934 BCX0\">Organizations looking to enhance efficiency and gain a competitive edge should seriously consider developing their own AI. Not only <\/span><span class=\"NormalTextRun SCXW123672934 BCX0\">can this<\/span><span class=\"NormalTextRun SCXW123672934 BCX0\"> help meet market demands precisely, but also lead to more efficient internal operations <\/span><span class=\"NormalTextRun SCXW123672934 BCX0\">in the long run<\/span><span class=\"NormalTextRun SCXW123672934 BCX0\">. <a href=\"http:\/\/www.mfec.co.th\/ailab\">At MFEC, we have a business unit that provides consulting and AI model development.<\/a> For more information, please contact <\/span><\/span><a class=\"Hyperlink SCXW123672934 BCX0\" href=\"mailto:ailab@mfec.co.th\" target=\"_blank\" rel=\"noreferrer noopener\"><span class=\"TextRun Underlined SCXW123672934 BCX0\" lang=\"EN-US\" xml:lang=\"EN-US\" data-contrast=\"none\"><span class=\"NormalTextRun SCXW123672934 BCX0\" data-ccp-charstyle=\"Hyperlink\">ailab@mfec.co.th<\/span><\/span><\/a><span class=\"EOP SCXW123672934 BCX0\" data-ccp-props=\"{&quot;134233117&quot;:false,&quot;134233118&quot;:false,&quot;201341983&quot;:0,&quot;335559731&quot;:0,&quot;335559738&quot;:240,&quot;335559739&quot;:240,&quot;335559740&quot;:279}\">\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Developing your own Artificial Intelligence (AI) model is a significant step that can enhance an organization\u2019s capabilities and help in competing more effectively in the market. However, before embarking on this process, there are key considerations to carefully evaluate, to ensure that the investment and AI development are worthwhile and meet genuine needs. The Problem [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":37009,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_exactmetrics_skip_tracking":false,"_exactmetrics_sitenote_active":false,"_exactmetrics_sitenote_note":"","_exactmetrics_sitenote_category":0,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0},"categories":[17,185,110],"tags":[351,414],"acf":[],"aioseo_notices":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Incident Response<\/title>\n<meta name=\"description\" content=\"Approach for detecting and analyzing threats based on malicious behaviors.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link 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