{"id":9481,"date":"2023-03-27T16:47:05","date_gmt":"2023-03-27T08:47:05","guid":{"rendered":"https:\/\/glutenfreepleasure.com\/__proxy_domain\/www.precicon.com.sg\/?p=9481"},"modified":"2023-10-12T12:41:19","modified_gmt":"2023-10-12T04:41:19","slug":"practical-ai-in-manufacturing","status":"publish","type":"post","link":"https:\/\/glutenfreepleasure.com\/__proxy_domain\/www.precicon.com.sg\/training-programmes\/practical-ai-in-manufacturing\/","title":{"rendered":"Practical AI in Manufacturing"},"content":{"rendered":"[vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; overlay_strength=&#8221;0.3&#8243; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_position=&#8221;all&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_link_target=&#8221;_self&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221; bg_image_animation=&#8221;none&#8221;][image_with_animation image_url=&#8221;9463&#8243; alignment=&#8221;center&#8221; animation=&#8221;None&#8221; border_radius=&#8221;none&#8221; box_shadow=&#8221;none&#8221; max_width=&#8221;100%&#8221;][divider line_type=&#8221;No Line&#8221;][vc_column_text]\n<p style=\"text-align: center;\"><strong>OMRON-TP SkillsFuture Queen Bee Programme<\/strong><\/p>\n[\/vc_column_text][vc_column_text]\n<h2><span style=\"color: #0000ff;\">Course Overview<\/span><\/h2>\n<p>This course will equip participants with the technical skills to <strong>apply machine learning algorithms and deploying practical Artificial Intelligence (AI) models<\/strong> with an <strong>industrial edge controller for anomaly detection and predictive maintenance<\/strong>. The course will also cover the essential concepts and background for data analysis on supervised and unsupervised machine learning models and their applications in advanced manufacturing. They will be exposed to the manufacturing AI industry use cases deployed at the smart factory within Temasek Polytechnic Advanced Manufacturing Centre.[\/vc_column_text][vc_column_text]\n<h2><span style=\"color: #0000ff;\">What You&#8217;ll Learn<\/span><\/h2>\n<h3>Perform data processing in machine learning<\/h3>\n<ul>\n<li>Identify data types and categories<\/li>\n<li>Describe data collection protocols<\/li>\n<li>Perform data transformation and editing<\/li>\n<li>Apply feature selection on data sets<\/li>\n<li>Examine outliers and unbalanced data sets<\/li>\n<\/ul>\n<h3>Apply classification analysis<\/h3>\n<ul>\n<li>Explain the logistic regression method<\/li>\n<li>Examine the prediction outcome in classification<\/li>\n<li>Develop different types of classifiers<\/li>\n<li>Illustrate optimising methods and performance evaluation in classification<\/li>\n<li>Apply decision tree and decision forest learning<\/li>\n<li>Apply support vector machine<\/li>\n<li>Apply regression analysis in advanced manufacturing<\/li>\n<\/ul>\n<h3>Apply Linear Regression<\/h3>\n<ul>\n<li>State the standard metrics in regression analysis<\/li>\n<li>Explain the linear regression method<\/li>\n<li>Develop different types of linear regression models<\/li>\n<li>Illustrate optimising methods and performance evaluation<\/li>\n<li>Apply decision tree learning with threshold<\/li>\n<li>Apply regression analysis in advanced manufacturing<\/li>\n<\/ul>\n<h3>Describe the fundamental concepts of edge computing and machine learning<\/h3>\n<ul>\n<li>Explain the fundamental of edge computing<\/li>\n<li>Explain the fundamental of supervised machine learning<\/li>\n<li>Identify the different types of machine learning models<\/li>\n<li>Describe the application of edge computing and machine learning in predictive analytics<\/li>\n<\/ul>\n<h3>Implement machine learning models in edge processor<\/h3>\n<ul>\n<li>Introduction to the major functional components of an edge AI controller<\/li>\n<li>Generate a plan for predictive maintenance<\/li>\n<li>Apply tools and libraries to collect data<\/li>\n<li>Develop a machine learning model with trained data<\/li>\n<li>Deploy a machine learning model to edge processor<\/li>\n<li>Analyse the performance of applied Artificial Intelligence (AI) models in predictive maintenance<\/li>\n<\/ul>\n[\/vc_column_text][vc_column_text]\n<h2><span style=\"color: #0000ff;\">Course Schedule<\/span><\/h2>\n<p>Date: 24 &#8211; 25 August 2023<\/p>\n<p>Duration: 2 days &#8211; Face to Face and 8 hours of self-paced e-learning<\/p>\n<p>Time: 9am &#8211; 5pm[\/vc_column_text][vc_column_text]\n<div class=\"tp-custom-container aem-GridColumn aem-GridColumn--default--12\">\n<div class=\"bg-color-class bg-corner-color-right container-with-text\">\n<div class=\"text has-corner-background has-text-field-component\">\n<div class=\"cmp-text analytics-cmp-text mb-title-center text-no-top-bottom-padding-white-bg tp-custom-text \">\n<div class=\"tp--container\">\n<h2><span style=\"color: #0000ff;\">Course Fees<\/span><\/h2>\n<table border=\"1\" width=\"100%\" cellspacing=\"0\" cellpadding=\"0\">\n<tbody>\n<tr>\n<th style=\"text-align: center;\">Fees Type<\/th>\n<th style=\"text-align: center;\" width=\"30%\">Course Fees<br \/>\n(w GST)<\/th>\n<\/tr>\n<tr>\n<td colspan=\"2\"><b>Singapore Citizens<\/b><\/td>\n<\/tr>\n<tr>\n<td>Full Course Fee\u00a0\/ Repeat Students<\/td>\n<td>S$1,284.00<\/td>\n<\/tr>\n<tr>\n<td>Aged 40 and above \/ SME-sponsored<\/td>\n<td>S$145.20<\/td>\n<\/tr>\n<tr>\n<td>Aged below 40<\/td>\n<td>S$385.20<\/td>\n<\/tr>\n<tr>\n<td colspan=\"2\"><b>Non-Singapore Citizens<\/b><\/td>\n<\/tr>\n<tr>\n<td>Full Course Fee\u00a0\/ Repeat Students<\/td>\n<td>S$1,296.00<\/td>\n<\/tr>\n<tr>\n<td>Singapore Permanent Residents \/ Long-Term Visit Pass Plus (LTVP+) Holder<\/td>\n<td>S$388.80<\/td>\n<\/tr>\n<tr>\n<td>SME-sponsored\u00a0(Singapore Permanent Residents)\u00a0\/ Long-Term Visit Pass Plus (LTVP+) Holder)<\/td>\n<td>S$148.80<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>SkillsFuture Credit Approved. For more details, please click\u00a0<a href=\"https:\/\/www.tp.edu.sg\/admissions-and-finance\/fees-financial-matters.html#FAS\" target=\"_self\" rel=\"noopener\">here<\/a>.<\/p>\n<p>With effect from 1 Jul 2020, the Workforce Training Scheme (WTS) will be replaced by the Work Support Scheme (WSS), for more information, please visit:<br \/>\n<a href=\"https:\/\/www.wsg.gov.sg\/programmes-and-initiatives\/workfare-skills-support-scheme-individuals.html\" target=\"_blank\" rel=\"noopener\">https:\/\/www.wsg.gov.sg\/programmes-and-initiatives\/workfare-skills-support-scheme-individuals.html<\/a><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n[\/vc_column_text][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; overlay_strength=&#8221;0.3&#8243; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_position=&#8221;all&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_link_target=&#8221;_self&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; width=&#8221;1\/2&#8243; tablet_width_inherit=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221; bg_image_animation=&#8221;none&#8221;][vc_column_text]\n<h2><span style=\"color: #3366ff;\">Certification<\/span><\/h2>\n[\/vc_column_text][image_with_animation image_url=&#8221;5691&#8243; alignment=&#8221;center&#8221; animation=&#8221;None&#8221; border_radius=&#8221;none&#8221; box_shadow=&#8221;none&#8221; max_width=&#8221;100%&#8221;][\/vc_column][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_position=&#8221;all&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_link_target=&#8221;_self&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; width=&#8221;1\/2&#8243; tablet_width_inherit=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221; bg_image_animation=&#8221;none&#8221;][divider line_type=&#8221;No Line&#8221; custom_height=&#8221;100&#8243;][vc_column_text]Participants will be issued with a Certificate of Performance upon meeting 75% of the required course attendance.[\/vc_column_text][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;center&#8221; overlay_strength=&#8221;0.3&#8243; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221; shape_type=&#8221;&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_position=&#8221;all&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_link_target=&#8221;_self&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; width=&#8221;1\/1&#8243; tablet_width_inherit=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221; bg_image_animation=&#8221;none&#8221;][vc_column_text]\n<p style=\"text-align: center;\"><span style=\"color: #0000ff;\">Applicants should preferably have relevant working experiences in manufacturing sector.<\/span><\/p>\n<p style=\"font-weight: bold; text-align: center;\">Limited slots are available. Sign up now to avoid disappointment!<\/p>\n[\/vc_column_text][divider line_type=&#8221;No Line&#8221;][nectar_btn size=&#8221;small&#8221; open_new_tab=&#8221;true&#8221; button_style=&#8221;regular&#8221; button_color_2=&#8221;Accent-Color&#8221; icon_family=&#8221;none&#8221; url=&#8221;https:\/\/www.tp.edu.sg\/schools-and-courses\/adult-learners\/all-courses\/skillsfuture-series\/practical-ai-in-manufacturing.html&#8221; text=&#8221;Register Here&#8221;][\/vc_column][\/vc_row][vc_row type=&#8221;in_container&#8221; full_screen_row_position=&#8221;middle&#8221; scene_position=&#8221;center&#8221; text_color=&#8221;dark&#8221; text_align=&#8221;left&#8221; overlay_strength=&#8221;0.3&#8243; shape_divider_position=&#8221;bottom&#8221; bg_image_animation=&#8221;none&#8221;][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_position=&#8221;all&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_link_target=&#8221;_self&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; width=&#8221;1\/2&#8243; tablet_width_inherit=&#8221;default&#8221; tablet_text_alignment=&#8221;default&#8221; phone_text_alignment=&#8221;default&#8221; column_border_width=&#8221;none&#8221; column_border_style=&#8221;solid&#8221; bg_image_animation=&#8221;none&#8221;][vc_column_text]Brought to you by:[\/vc_column_text][image_with_animation image_url=&#8221;5698&#8243; alignment=&#8221;center&#8221; animation=&#8221;None&#8221; border_radius=&#8221;none&#8221; box_shadow=&#8221;none&#8221; max_width=&#8221;100%&#8221;][\/vc_column][vc_column column_padding=&#8221;no-extra-padding&#8221; column_padding_position=&#8221;all&#8221; background_color_opacity=&#8221;1&#8243; background_hover_color_opacity=&#8221;1&#8243; column_link_target=&#8221;_self&#8221; column_shadow=&#8221;none&#8221; column_border_radius=&#8221;none&#8221; width=&#8221;1\/2&#8243; 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an&#8230;<\/p>\n","protected":false},"author":4,"featured_media":9470,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[113],"tags":[],"class_list":["post-9481","post","type-post","status-publish","format-standard","has-post-thumbnail","category-training-programmes"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Practical AI in Manufacturing - LKH Precicon<\/title>\n<meta name=\"description\" content=\"The course teaches participants machine learning and AI model deployment for 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