{"id":5131,"date":"2021-01-20T11:25:28","date_gmt":"2021-01-20T11:25:28","guid":{"rendered":"https:\/\/joapen.com\/blog\/?p=5131"},"modified":"2021-01-20T11:27:21","modified_gmt":"2021-01-20T11:27:21","slug":"machine-learning-planning-and-architectures","status":"publish","type":"post","link":"https:\/\/joapen.com\/blog\/2021\/01\/20\/machine-learning-planning-and-architectures\/","title":{"rendered":"Machine Learning Planning and architectures"},"content":{"rendered":"<p>There are multiple types of projects on machine learning, so the phases and steps are different. I will try to reduce to some basic type of projects.<\/p>\n<h1>Basic project plans (main phases)<\/h1>\n<h3>Machine learning solution based on a Product<\/h3>\n<ul>\n<li>Technology assessment = 2 &#8211; 3 days.<\/li>\n<li>Production trial = 8 &#8211; 12 days.<\/li>\n<li>Application deployment in production = 3 &#8211; 6 months.<\/li>\n<\/ul>\n<h3>Machine learning solution based on a platform<\/h3>\n<ul>\n<li>Proof of concept, and prepare business case = 2 &#8211; 4 weeks<\/li>\n<li>Executive briefing with results = 2 &#8211; 4 hours.<\/li>\n<li>Production trial = 8 &#8211; 12 days.<\/li>\n<li>Application deployment in production = 3 &#8211; 6 months.<\/li>\n<\/ul>\n<p>Six Sigma projects can be implemented using both approaches.<\/p>\n<h1 class=\"section-title is-visible\" data-reveal-animation=\"slide-right\">Solution Architecture<\/h1>\n<p>Some examples of architectures representation (just the main picture)<\/p>\n<figure id=\"attachment_5132\" aria-describedby=\"caption-attachment-5132\" style=\"width: 2790px\" class=\"wp-caption alignright\"><a href=\"https:\/\/joapen.com\/blog\/2021\/01\/20\/machine-learning-planning-and-architectures\/c3-ai-suite-ym\/\" rel=\"attachment wp-att-5132\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-5132\" src=\"https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/01\/c3-ai-suite-ym.png\" alt=\"\" width=\"2800\" height=\"1271\" srcset=\"https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/01\/c3-ai-suite-ym.png 2800w, https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/01\/c3-ai-suite-ym-300x136.png 300w, https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/01\/c3-ai-suite-ym-1024x465.png 1024w, https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/01\/c3-ai-suite-ym-768x349.png 768w, https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/01\/c3-ai-suite-ym-1536x697.png 1536w, https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/01\/c3-ai-suite-ym-2048x930.png 2048w, https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/01\/c3-ai-suite-ym-500x227.png 500w\" sizes=\"auto, (max-width: 2800px) 100vw, 2800px\" \/><\/a><figcaption id=\"caption-attachment-5132\" class=\"wp-caption-text\">Architecture example based on C3.ai company.<\/figcaption><\/figure>\n<p>Another example, from Microsoft:<\/p>\n<figure id=\"attachment_5133\" aria-describedby=\"caption-attachment-5133\" style=\"width: 1062px\" class=\"wp-caption alignright\"><a href=\"https:\/\/joapen.com\/blog\/2021\/01\/20\/machine-learning-planning-and-architectures\/big-data-ra-azure\/\" rel=\"attachment wp-att-5133\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-5133\" src=\"https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/01\/big-data-ra-azure.png\" alt=\"\" width=\"1072\" height=\"842\" srcset=\"https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/01\/big-data-ra-azure.png 1072w, https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/01\/big-data-ra-azure-300x236.png 300w, https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/01\/big-data-ra-azure-1024x804.png 1024w, https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/01\/big-data-ra-azure-768x603.png 768w, https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/01\/big-data-ra-azure-382x300.png 382w\" sizes=\"auto, (max-width: 1072px) 100vw, 1072px\" \/><\/a><figcaption id=\"caption-attachment-5133\" class=\"wp-caption-text\">Example of components of the Azure Machine Learning architecture.<\/figcaption><\/figure>\n<p>Another example related to AWS:<\/p>\n<figure id=\"attachment_5134\" aria-describedby=\"caption-attachment-5134\" style=\"width: 2989px\" class=\"wp-caption alignright\"><a href=\"https:\/\/joapen.com\/blog\/2021\/01\/20\/machine-learning-planning-and-architectures\/aws-industrial-pdm-ml-storage-ra-525f25e82911d5e8ef02de706c3c59edbaf008a5\/\" rel=\"attachment wp-att-5134\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-5134\" src=\"https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/01\/aws-industrial-PdM-ML-storage-RA.525f25e82911d5e8ef02de706c3c59edbaf008a5.png\" alt=\"\" width=\"2999\" height=\"1687\" srcset=\"https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/01\/aws-industrial-PdM-ML-storage-RA.525f25e82911d5e8ef02de706c3c59edbaf008a5.png 2999w, https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/01\/aws-industrial-PdM-ML-storage-RA.525f25e82911d5e8ef02de706c3c59edbaf008a5-300x169.png 300w, https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/01\/aws-industrial-PdM-ML-storage-RA.525f25e82911d5e8ef02de706c3c59edbaf008a5-1024x576.png 1024w, https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/01\/aws-industrial-PdM-ML-storage-RA.525f25e82911d5e8ef02de706c3c59edbaf008a5-768x432.png 768w, https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/01\/aws-industrial-PdM-ML-storage-RA.525f25e82911d5e8ef02de706c3c59edbaf008a5-1536x864.png 1536w, https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/01\/aws-industrial-PdM-ML-storage-RA.525f25e82911d5e8ef02de706c3c59edbaf008a5-2048x1152.png 2048w, https:\/\/joapen.com\/blog\/wp-content\/uploads\/2021\/01\/aws-industrial-PdM-ML-storage-RA.525f25e82911d5e8ef02de706c3c59edbaf008a5-500x281.png 500w\" sizes=\"auto, (max-width: 2999px) 100vw, 2999px\" \/><\/a><figcaption id=\"caption-attachment-5134\" class=\"wp-caption-text\">AWS predictive maintenance example<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<p>As usual, the selection of the solution brand depends on the partnerships and the knowledge your organization has related to one or other brand, platform or company.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>There are multiple types of projects on machine learning, so the phases and steps are different. I will try to reduce to some basic type of projects. Basic project plans (main phases) Machine learning solution based on a Product Technology assessment = 2 &#8211; 3 days. Production trial = 8 &#8211; 12 days. Application deployment &#8230; <a title=\"Machine Learning Planning and architectures\" class=\"read-more\" href=\"https:\/\/joapen.com\/blog\/2021\/01\/20\/machine-learning-planning-and-architectures\/\" aria-label=\"Read more about Machine Learning Planning and architectures\">Read more<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[151],"tags":[],"class_list":["post-5131","post","type-post","status-publish","format-standard","hentry","category-machine-learning"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Machine Learning Planning and architectures -<\/title>\n<meta name=\"description\" content=\"There are multiple types of projects on machine learning, so the phases and steps are different. I will try to reduce to some basic type of projects. - joapen projects\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"http:\/\/joapen.com\/blog\/2021\/01\/20\/machine-learning-planning-and-architectures\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Machine Learning Planning and architectures -\" \/>\n<meta property=\"og:description\" content=\"There are multiple types of projects on machine learning, so the phases and steps are different. 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