{"id":28968,"date":"2026-06-07T06:03:39","date_gmt":"2026-06-07T06:03:39","guid":{"rendered":"https:\/\/www.cloudthat.com\/training\/?post_type=stm-courses&#038;p=28968"},"modified":"2026-06-11T12:44:53","modified_gmt":"2026-06-11T12:44:53","slug":"vertex-ai-for-machine-learning-practitioners","status":"publish","type":"stm-courses","link":"https:\/\/www.cloudthat.com\/training\/google-cloud-certification\/vertex-ai-for-machine-learning-practitioners","title":{"rendered":"Vertex AI for Machine Learning Practitioners"},"content":{"rendered":"<p><span class=\"NormalTextRun SCXW89496173 BCX8\">This practical, hands-on course is designed for engineers and data scientists familiar with ML models who want to become proficient in using Vertex AI for custom model workflows.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>This practical, hands-on course is designed for engineers and data scientists familiar with ML models who want to become proficient in using Vertex AI for custom model workflows.<\/p>\n","protected":false},"author":6436,"featured_media":28761,"template":"","meta":{"footnotes":""},"stm_lms_course_taxonomy":[58],"metadata":{"stm_lms_product_id":["28969"],"_edit_lock":["1781181770:6767"],"_edit_last":["6767"],"permalink_customizer":["google-cloud-certification\/vertex-ai-for-machine-learning-practitioners"],"permalink_customizer_regenerate_status":["1"],"popular_course":["0"],"_popular_course":["field_64253688bc2e5"],"course_banner_image":[""],"_course_banner_image":["field_63c69a6b81cf1"],"mobile_banner_image":[""],"_mobile_banner_image":["field_63cf93896d207"],"banner_link":[""],"_banner_link":["field_63c69a9681cf2"],"banner_image":[""],"_banner_image":["field_621873548f922"],"banner_description":["Deep dive into core Vertex AI functionalities to effectively leverage tools and capabilities for custom ML projects. "],"_banner_description":["field_612c733ed3564"],"overview_section_heading":["Course Overview of Vertex AI for Machine Learning Practitioners "],"_overview_section_heading":["field_64538867ffdd0"],"after_completing_course_heading":["After completing Vertex AI for Machine Learning Practitioners, students will be able to"],"_after_completing_course_heading":["field_645c78ade3f50"],"after_completing_course":["6"],"_after_completing_course":["field_6103aae828228"],"key_features_heading":["Key Features of Vertex AI for Machine Learning Practitioners "],"_key_features_heading":["field_645388ceffdd1"],"key_features":["5"],"_key_features":["field_6103aaff28229"],"who_should_attend_heading":["Who should Attend Vertex AI for Machine Learning Practitioners?"],"_who_should_attend_heading":["field_645388faffdd2"],"who_should_attend":["1"],"_who_should_attend":["field_6103ab0d2822a"],"prerequisites_heading":["Prerequisites of Vertex AI for Machine Learning Practitioners "],"_prerequisites_heading":["field_64538a51ffdd3"],"prerequisites_text":["<li>Experience building and training custom ML models. <li\\>\r\n<li>Familiarity with Docker. <li\\>"],"_prerequisites_text":["field_612c7498c4b84"],"question_sets_details_heading":[""],"_question_sets_details_heading":["field_65d303841f38d"],"question_sets_details_description":[""],"_question_sets_details_description":["field_65d303841f38e"],"question_sets_details_button_text":[""],"_question_sets_details_button_text":["field_65d303841f38f"],"question_sets_details_question_sets":[""],"_question_sets_details_question_sets":["field_65d303841f390"],"question_sets_details":[""],"_question_sets_details":["field_65d303841f38c"],"category_features_heading":[""],"_category_features_heading":["field_644b8ff35049c"],"category_features_features":[""],"_category_features_features":["field_644b90025049d"],"category_features_cta_text":[""],"_category_features_cta_text":["field_644b90285049f"],"category_features_cta_link":[""],"_category_features_cta_link":["field_644b902d504a0"],"category_features":[""],"_category_features":["field_644b8fe15049b"],"course_features_0_heading":["Why choose CloudThat as your training partner for Vertex AI for Machine Learning Practitioners "],"_course_features_0_heading":["field_644a0fae0e67e"],"course_features_0_features_list":["8"],"_course_features_0_features_list":["field_644a0fb70e67f"],"course_features_0_background_color":["a:1:{i:0;s:4:\"blue\";}"],"_course_features_0_background_color":["field_644a0fde0e681"],"course_features_1_heading":["Learning Objectives of Vertex AI for Machine Learning Practitioners "],"_course_features_1_heading":["field_644a0fae0e67e"],"course_features_1_features_list":["8"],"_course_features_1_features_list":["field_644a0fb70e67f"],"course_features_1_background_color":["a:1:{i:0;s:5:\"white\";}"],"_course_features_1_background_color":["field_644a0fde0e681"],"course_features":["2"],"_course_features":["field_644a0fa10e67d"],"certification_heading":["Certification Details of Vertex AI for Machine Learning Practitioners "],"_certification_heading":["field_64538bffffdd5"],"certification":["1"],"_certification":["field_6103ab1a2822b"],"about_trainer":[""],"_about_trainer":["field_6103ab6c2822f"],"course_fee_heading":[""],"_course_fee_heading":["field_64538c1cffdd6"],"course_fee_list":[""],"_course_fee_list":["field_6103abb728234"],"brochure_pdf":[""],"_brochure_pdf":["field_61232e258f89b"],"trainer":[""],"_trainer":["field_6124990e13784"],"course_outline_heading":["Course Outline for Vertex AI for Machine Learning Practitioners "],"_course_outline_heading":["field_64538a8effdd4"],"course_section":["3"],"_course_section":["field_612f4f27b0276"],"note_section":[""],"_note_section":["field_616d3ed46bbd2"],"popular_sort":[""],"_popular_sort":["field_6172496402af3"],"related_courses":[""],"_related_courses":["field_61c453ca6b2dd"],"reviews_heading":[""],"_reviews_heading":["field_64538c39ffdd7"],"review_rating":[""],"_review_rating":["field_62a813a92bee6"],"total_review_count":["1784"],"_total_review_count":["field_62b002d8d2de5"],"average_review_count":["4.7"],"_average_review_count":["field_62b00367d2de6"],"faq_heading":["FAQs for Vertex AI for Machine Learning Practitioners "],"_faq_heading":["field_64538c59ffdd8"],"educational_schema":[""],"_educational_schema":["field_652fbbf6f589a"],"curriculum":[""],"featured":[""],"views":["22"],"level":["intermediate"],"current_students":["0"],"duration_info":["1 Day"],"video_duration":[""],"status":[""],"status_dates":[""],"not_single_sale":[""],"price":["57950"],"sale_price":[""],"sale_price_dates":[""],"enterprise_price":[""],"not_membership":[""],"affiliate_course":[""],"affiliate_course_text":[""],"affiliate_course_link":[""],"expiration_course":[""],"end_time":[""],"drip_content":[""],"prerequisites":[""],"prerequisite_passing_level":[""],"announcement":[""],"faq":["[{\"question\":\"Who should attend this course?\",\"answer\":\"This is for engineers and data scientists already familiar with machine learning who want to specialize in Google Cloud's Vertex AI.\u00a0\"},{\"question\":\"Does this course cover automated ML?\",\"answer\":\"This course specifically targets \\\"custom model workflows\\\" rather than entry-level automated tools. \"},{\"question\":\"What are the primary tools taught? \",\"answer\":\"You will use Vertex AI Custom Training, Model Registry, Endpoints, and Pipelines.\u00a0\"},{\"question\":\"Are there labs?\",\"answer\":\"Yes, the course is highly practical with 5 hands-on labs.\u00a0\"}]"],"course_files_pack":[""],"course_certificate":[""],"type":[""],"video_type":[""],"presto_player_idx":[""],"lesson_video":[""],"lesson_video_poster":[""],"lesson_video_width":[""],"lesson_shortcode":[""],"lesson_embed_ctx":[""],"lesson_youtube_url":[""],"lesson_stream_url":[""],"lesson_vimeo_url":[""],"lesson_ext_link_url":[""],"duration":[""],"preview":[""],"lesson_excerpt":[""],"lesson_files_pack":[""],"questions":[""],"quiz_style":[""],"duration_measure":[""],"correct_answer":[""],"passing_grade":[""],"re_take_cut":[""],"random_questions":[""],"answers":[""],"question_explanation":[""],"question_view_type":[""],"review_course":[""],"review_user":[""],"review_mark":[""],"order":[""],"absolute":[""],"sticky":[""],"sticky_threshold":[""],"sticky_threshold_color":[""],"stm_agenda":[""],"stm_host":[""],"stm_select_approved_denied":[""],"stm_multiselect_approved":[""],"stm_multiselect_denied":[""],"stm_date":[""],"stm_time":[""],"stm_timezone":[""],"stm_duration":[""],"stm_password":[""],"stm_waiting_room":[""],"stm_join_before_host":[""],"stm_host_join_start":[""],"stm_start_after_participants":[""],"stm_mute_participants":[""],"stm_enforce_login":[""],"stm_alternative_hosts":[""],"author_id":[""],"emails":[""],"wpdocs-meta-bdt":["57950"],"wpdocs-meta-gbp":["599"],"wpdocs-meta-rand":["13255"],"wpdocs-meta-aed":["2932"],"wpdocs-meta-usd":["799"],"offline_price":[""],"offline-bdt":[""],"offline-gbp":[""],"offline-rand":[""],"offline-aed":[""],"offline-usd":[""],"_yoast_wpseo_primary_stm_lms_course_taxonomy":["58"],"_yoast_wpseo_content_score":["60"],"_yoast_wpseo_estimated-reading-time-minutes":["1"],"after_completing_course_0_desciption":["Understand key Vertex AI components and how they support ML workflows.  "],"_after_completing_course_0_desciption":["field_6103ad2f9f5b2"],"after_completing_course_1_desciption":["Configure and launch Custom Training and Hyperparameter Tuning Jobs. "],"_after_completing_course_1_desciption":["field_6103ad2f9f5b2"],"after_completing_course_2_desciption":[" Organize and version models using the Vertex AI Model Registry. "],"_after_completing_course_2_desciption":["field_6103ad2f9f5b2"],"after_completing_course_3_desciption":["Deploy models for online predictions with Vertex AI Endpoints. "],"_after_completing_course_3_desciption":["field_6103ad2f9f5b2"],"after_completing_course_4_desciption":["Orchestrate end-to-end ML workflows using Vertex AI Pipelines. "],"_after_completing_course_4_desciption":["field_6103ad2f9f5b2"],"after_completing_course_5_desciption":["Set up monitoring for deployed models. "],"_after_completing_course_5_desciption":["field_6103ad2f9f5b2"],"key_features_0_lists":["<span class=\"TextRun SCXW100994182 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW100994182 BCX8\" data-ccp-parastyle=\"Normal (Web)\">Expert-Led Practical Training- <\/span><\/span><span class=\"TextRun SCXW100994182 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW100994182 BCX8\" data-ccp-parastyle=\"Normal (Web)\">One-day instructor-led session designed specifically for ML practitioners.\u00a0<\/span><\/span>"],"_key_features_0_lists":["field_6103ad559f5b3"],"key_features_1_lists":["<span class=\"TextRun SCXW167011166 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed GrammarErrorHighlight SCXW167011166 BCX8\">Heavy<\/span><span class=\"NormalTextRun SCXW167011166 BCX8\"> Hands-On Focus- <\/span><\/span><span class=\"TextRun SCXW167011166 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW167011166 BCX8\">Includes 3 lectures supported by 5 comprehensive hands-on labs.\u00a0<\/span><\/span>"],"_key_features_1_lists":["field_6103ad559f5b3"],"key_features_2_lists":["<span class=\"TextRun SCXW117728164 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed GrammarErrorHighlight SCXW117728164 BCX8\">Full<\/span><span class=\"NormalTextRun SCXW117728164 BCX8\"> ML Lifecycle Coverage- <\/span><\/span><span class=\"TextRun SCXW117728164 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW117728164 BCX8\">Covers everything from containerized training and tuning to model versioning, deployment, and monitoring.\u00a0<\/span><\/span>"],"_key_features_2_lists":["field_6103ad559f5b3"],"key_features_3_lists":["<span class=\"TextRun SCXW264647580 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed GrammarErrorHighlight SCXW264647580 BCX8\">Workflow<\/span><span class=\"NormalTextRun SCXW264647580 BCX8\"> Orchestration- <\/span><\/span><span class=\"TextRun SCXW264647580 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW264647580 BCX8\">Learn to use Kubeflow and Vertex AI Pipelines for increased efficiency and scalability.\u00a0<\/span><\/span>"],"_key_features_3_lists":["field_6103ad559f5b3"],"key_features_4_lists":["<span class=\"TextRun SCXW113304761 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW113304761 BCX8\">Production<\/span><span class=\"NormalTextRun SCXW113304761 BCX8\"> Monitoring- <\/span><\/span><span class=\"TextRun SCXW113304761 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW113304761 BCX8\">Specialized focus on understanding feature drift, skew, and monitoring models in production.\u00a0<\/span><\/span>"],"_key_features_4_lists":["field_6103ad559f5b3"],"who_should_attend_0_attend_lists":["Machine Learning Engineers and Data Scientists.  "],"_who_should_attend_0_attend_lists":["field_6103adfb3f3e4"],"course_features_0_features_list_0_list":["<span class=\"TextRun SCXW198807125 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW198807125 BCX8\">Specialized GCP Focus- <\/span><\/span><span class=\"TextRun SCXW198807125 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SpellingErrorV2Themed SCXW198807125 BCX8\">CloudThat<\/span><span class=\"NormalTextRun SCXW198807125 BCX8\">\u00a0specializes in cloud technologies, offering focused and specialized training programs. We are Authorized Trainers for the Google Cloud Platform. This specialization ensures in-depth coverage of GCP services, use cases, best practices, and hands-on experience tailored specifically for GCP.<\/span><\/span><span class=\"EOP Selected SCXW198807125 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span>"],"_course_features_0_features_list_0_list":["field_644a0fc80e680"],"course_features_0_features_list_1_list":["<span class=\"TextRun SCXW5058376 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW5058376 BCX8\">Industry-Recognized Trainers- <\/span><\/span><span class=\"TextRun SCXW5058376 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SpellingErrorV2Themed SCXW5058376 BCX8\">CloudThat<\/span><span class=\"NormalTextRun SCXW5058376 BCX8\">\u00a0has a strong pool of industry-recognized trainers certified by GCP. These trainers bring real-world experience and practical insights into the training sessions, comprehensively understanding how GCP is applied in different industries and scenarios.<\/span><\/span><span class=\"EOP Selected SCXW5058376 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span>"],"_course_features_0_features_list_1_list":["field_644a0fc80e680"],"course_features_0_features_list_2_list":["<span class=\"TextRun SCXW118401633 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW118401633 BCX8\">Hands-On Learning Approach- <\/span><\/span><span class=\"TextRun SCXW118401633 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SpellingErrorV2Themed SCXW118401633 BCX8\">CloudThat<\/span><span class=\"NormalTextRun SCXW118401633 BCX8\">\u00a0emphasizes a hands-on learning approach. Learners can access practical labs, real-world projects, and case studies that simulate actual GCP environments. This approach allows learners to apply theoretical knowledge in practical scenarios, enhancing their understanding and skill set.<\/span><\/span><span class=\"EOP Selected SCXW118401633 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span>"],"_course_features_0_features_list_2_list":["field_644a0fc80e680"],"course_features_0_features_list_3_list":["<span class=\"TextRun SCXW23713800 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW23713800 BCX8\">Customized Learning Paths- <\/span><\/span><span class=\"TextRun SCXW23713800 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SpellingErrorV2Themed SCXW23713800 BCX8\">CloudThat<\/span><span class=\"NormalTextRun SCXW23713800 BCX8\">\u00a0understands that learners have\u00a0<\/span><span class=\"NormalTextRun SCXW23713800 BCX8\">different levels<\/span><span class=\"NormalTextRun SCXW23713800 BCX8\">\u00a0of\u00a0<\/span><span class=\"NormalTextRun SCXW23713800 BCX8\">expertise<\/span><span class=\"NormalTextRun SCXW23713800 BCX8\">\u00a0and varied learning\u00a0<\/span><span class=\"NormalTextRun SCXW23713800 BCX8\">objectives<\/span><span class=\"NormalTextRun SCXW23713800 BCX8\">. We offer customized learning paths, catering to beginners, intermediate learners, and professionals seeking advanced GCP skills.<\/span><\/span><span class=\"EOP Selected SCXW23713800 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span>"],"_course_features_0_features_list_3_list":["field_644a0fc80e680"],"course_features_0_features_list_4_list":["<span class=\"TextRun SCXW204117888 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW204117888 BCX8\">Interactive Learning Experience- <\/span><\/span><span class=\"TextRun SCXW204117888 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SpellingErrorV2Themed SCXW204117888 BCX8\">CloudThat's<\/span><span class=\"NormalTextRun SCXW204117888 BCX8\">\u00a0training programs are designed to be interactive and engaging. We\u00a0<\/span><span class=\"NormalTextRun SCXW204117888 BCX8\">utilize<\/span><span class=\"NormalTextRun SCXW204117888 BCX8\">\u00a0various teaching methodologies like live sessions, group\u00a0<\/span><span class=\"NormalTextRun SCXW204117888 BCX8\">discussions, quizzes, and mentorship to keep learners engaged and motivated throughout the course.<\/span><\/span><span class=\"EOP Selected SCXW204117888 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span>"],"_course_features_0_features_list_4_list":["field_644a0fc80e680"],"course_features_0_features_list_5_list":["<span class=\"TextRun SCXW71295076 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW71295076 BCX8\">Placement Assistance and Career Support- <\/span><\/span><span class=\"TextRun SCXW71295076 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SpellingErrorV2Themed SCXW71295076 BCX8\">CloudThat<\/span><span class=\"NormalTextRun SCXW71295076 BCX8\">\u00a0often provides placement\u00a0<\/span><span class=\"NormalTextRun SCXW71295076 BCX8\">assistance<\/span><span class=\"NormalTextRun SCXW71295076 BCX8\">\u00a0and career support services. This includes resume building, interview preparation, and connecting learners with job opportunities through our network of industry partners and companies looking for GCP-certified professionals.<\/span><\/span><span class=\"EOP Selected SCXW71295076 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span>"],"_course_features_0_features_list_5_list":["field_644a0fc80e680"],"course_features_0_features_list_6_list":["<span class=\"TextRun SCXW131128618 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW131128618 BCX8\">Continuous Learning and Updates- <\/span><\/span><span class=\"TextRun SCXW131128618 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW131128618 BCX8\">\u202f<\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW131128618 BCX8\">CloudThat<\/span><span class=\"NormalTextRun SCXW131128618 BCX8\">\u00a0ensures that our course content is regularly updated to reflect the latest trends, updates, and best practices within the GCP ecosystem. This commitment to keeping the content current enables learners to stay ahead in their GCP knowledge.<\/span><\/span><span class=\"EOP Selected SCXW131128618 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span>"],"_course_features_0_features_list_6_list":["field_644a0fc80e680"],"course_features_0_features_list_7_list":["<span class=\"TextRun SCXW13748523 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW13748523 BCX8\">Positive Reviews and Testimonials- <\/span><\/span><span class=\"TextRun SCXW13748523 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW13748523 BCX8\">Reviews and testimonials from past learners can strongly <\/span><span class=\"NormalTextRun SCXW13748523 BCX8\">indicate<\/span><span class=\"NormalTextRun SCXW13748523 BCX8\">\u00a0the quality of training provided. You can Check feedback and reviews about our GCP courses that can provide potential learners with insights into the effectiveness and value of the training.<\/span><\/span><span class=\"EOP Selected SCXW13748523 BCX8\" data-ccp-props=\"{&quot;134233117&quot;:true,&quot;134233118&quot;:true,&quot;201341983&quot;:0,&quot;335559740&quot;:240}\">\u00a0<\/span>"],"_course_features_0_features_list_7_list":["field_644a0fc80e680"],"course_features_1_features_list_0_list":["<span class=\"TextRun SCXW12758784 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW12758784 BCX8\">Understand Vertex AI Components- <\/span><\/span><span class=\"TextRun SCXW12758784 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW12758784 BCX8\">Gain a comprehensive understanding of the key components within Vertex AI and how they collaborate to support custom ML workflows.\u00a0<\/span><\/span><span class=\"EOP Selected SCXW12758784 BCX8\" data-ccp-props=\"{}\">\u00a0<\/span>"],"_course_features_1_features_list_0_list":["field_644a0fc80e680"],"course_features_1_features_list_1_list":["<span class=\"TextRun SCXW215076571 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW215076571 BCX8\">Optimize<\/span><span class=\"NormalTextRun SCXW215076571 BCX8\"> Model Performance- <\/span><\/span><span class=\"TextRun SCXW215076571 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW215076571 BCX8\">Learn to configure and launch Vertex AI Custom Training and Hyperparameter Tuning Jobs to achieve\u00a0<\/span><span class=\"NormalTextRun SCXW215076571 BCX8\">optimal<\/span><span class=\"NormalTextRun SCXW215076571 BCX8\">\u00a0model results.\u00a0<\/span><\/span><span class=\"EOP Selected SCXW215076571 BCX8\" data-ccp-props=\"{}\">\u00a0<\/span>"],"_course_features_1_features_list_1_list":["field_644a0fc80e680"],"course_features_1_features_list_2_list":["<span class=\"TextRun SCXW224637844 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW224637844 BCX8\">Manage Model Versions- <\/span><\/span><span class=\"TextRun SCXW224637844 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW224637844 BCX8\">Utilize<\/span><span class=\"NormalTextRun SCXW224637844 BCX8\">\u00a0the Vertex AI Model Registry to organize and version models for simplified tracking and access.\u00a0<\/span><\/span><span class=\"EOP Selected SCXW224637844 BCX8\" data-ccp-props=\"{}\">\u00a0<\/span>"],"_course_features_1_features_list_2_list":["field_644a0fc80e680"],"course_features_1_features_list_3_list":["<span class=\"TextRun SCXW33836930 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW33836930 BCX8\">Deploy for Predictions- <\/span><\/span><span class=\"TextRun SCXW33836930 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW33836930 BCX8\">Configure serving clusters and deploy models to Vertex AI Endpoints to\u00a0<\/span><span class=\"NormalTextRun SCXW33836930 BCX8\">facilitate<\/span><span class=\"NormalTextRun SCXW33836930 BCX8\">\u00a0online predictions.\u00a0<\/span><\/span><span class=\"EOP Selected SCXW33836930 BCX8\" data-ccp-props=\"{}\">\u00a0<\/span>"],"_course_features_1_features_list_3_list":["field_644a0fc80e680"],"course_features_1_features_list_4_list":["<span class=\"TextRun SCXW33796850 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW33796850 BCX8\">Orchestrate Workflows-<\/span><\/span><span class=\"TextRun SCXW33796850 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW33796850 BCX8\">\u00a0Operationalize end-to-end ML workflows using Vertex AI Pipelines to improve scalability and efficiency.\u00a0<\/span><\/span><span class=\"EOP Selected SCXW33796850 BCX8\" data-ccp-props=\"{}\">\u00a0<\/span>"],"_course_features_1_features_list_4_list":["field_644a0fc80e680"],"course_features_1_features_list_5_list":["<span class=\"TextRun SCXW23401941 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW23401941 BCX8\">Implement Monitoring:<\/span><\/span><span class=\"TextRun SCXW23401941 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW23401941 BCX8\">\u00a0Configure and set up proactive monitoring for models that have been deployed to production.\u00a0<\/span><\/span><span class=\"EOP Selected SCXW23401941 BCX8\" data-ccp-props=\"{}\">\u00a0<\/span>"],"_course_features_1_features_list_5_list":["field_644a0fc80e680"],"course_features_1_features_list_6_list":["<span class=\"TextRun SCXW110362296 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW110362296 BCX8\">Master Specific Tools:<\/span><\/span><span class=\"TextRun SCXW110362296 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW110362296 BCX8\">\u00a0Develop an understanding of containerized training applications, Kubeflow, and pre-built vs. lightweight Python components.\u00a0<\/span><\/span><span class=\"EOP Selected SCXW110362296 BCX8\" data-ccp-props=\"{}\">\u00a0<\/span>"],"_course_features_1_features_list_6_list":["field_644a0fc80e680"],"course_features_1_features_list_7_list":["<span class=\"TextRun SCXW101118375 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW101118375 BCX8\">Detect Model Issues:<\/span><\/span><span class=\"TextRun SCXW101118375 BCX8\" lang=\"EN-IN\" xml:lang=\"EN-IN\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW101118375 BCX8\">\u00a0Understand and\u00a0<\/span><span class=\"NormalTextRun SCXW101118375 BCX8\">identify<\/span><span class=\"NormalTextRun SCXW101118375 BCX8\">\u00a0technical issues such as feature drift and skew in deployed models.\u00a0<\/span><\/span><span class=\"EOP Selected SCXW101118375 BCX8\" data-ccp-props=\"{}\">\u00a0<\/span>"],"_course_features_1_features_list_7_list":["field_644a0fc80e680"],"certification_0_short_description":[""],"_certification_0_short_description":["field_6103ab2f2822c"],"certification_0_list_content":["CloudThat Course Completion Certificate will be awarded to all learners who complete the training."],"_certification_0_list_content":["field_6103ab4a2822d"],"certification_0_image":["28701"],"_certification_0_image":["field_6103ab5b2822e"],"course_section_0_module_title":["Training, Tuning, and Deploying Models on Vertex AI"],"_course_section_0_module_title":["field_612f5535940c3"],"course_section_0_module_description":[""],"_course_section_0_module_description":["field_612f564c921af"],"course_section_0_section_0_title":["Lecture Content "],"_course_section_0_section_0_title":["field_612f5233b0278"],"course_section_0_section_0_lesson_list_0_lession_title":["Packaging machine learning source code into standard OCI Containerized Training Applications"],"_course_section_0_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_0_section_0_lesson_list_1_lession_title":["Managing training execution resources using Vertex AI Custom Training jobs"],"_course_section_0_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_0_section_0_lesson_list_2_lession_title":["Optimizing model parameters programmatically with Hyperparameter Tuning Jobs"],"_course_section_0_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_0_section_0_lesson_list_3_lession_title":["Tracking, organizing, and versioning production-ready assets within the Vertex AI Model Registry"],"_course_section_0_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_0_section_0_lesson_list_4_lession_title":[" Architecting real-time low-latency serving infrastructure via Online Deployment to Vertex AI Endpoints "],"_course_section_0_section_0_lesson_list_4_lession_title":["field_612f533b0ac41"],"course_section_0_section_0_lesson_list":["5"],"_course_section_0_section_0_lesson_list":["field_612f530a0ac40"],"course_section_0_section_1_title":["Learning Objectives "],"_course_section_0_section_1_title":["field_612f5233b0278"],"course_section_0_section_1_lesson_list_0_lession_title":["Design and build custom Docker containers for isolated, reproducible machine learning training scripts"],"_course_section_0_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_0_section_1_lesson_list_1_lession_title":["Configure automated hyperparameter trials to find optimal model configurations at scale"],"_course_section_0_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_0_section_1_lesson_list_2_lession_title":["Version, manage, and transition machine learning models across production lifecycles in a central registry "],"_course_section_0_section_1_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_0_section_1_lesson_list_3_lession_title":["Provision scalable, high-performance web endpoints to serve real-time model predictions securely"],"_course_section_0_section_1_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_0_section_1_lesson_list":["4"],"_course_section_0_section_1_lesson_list":["field_612f530a0ac40"],"course_section_0_section_2_title":["Lab Content "],"_course_section_0_section_2_title":["field_612f5233b0278"],"course_section_0_section_2_lesson_list_0_lession_title":["Containerizing and Executing Custom Model Training Jobs on Vertex AI"],"_course_section_0_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_0_section_2_lesson_list_1_lession_title":["Hyperparameter Tuning and Deploying Models to Vertex AI Endpoints"],"_course_section_0_section_2_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_0_section_2_lesson_list":["2"],"_course_section_0_section_2_lesson_list":["field_612f530a0ac40"],"course_section_0_section":["3"],"_course_section_0_section":["field_612f51e6b0277"],"course_section_1_module_title":["Orchestrating End-to-End Workflows with Vertex AI Pipelines "],"_course_section_1_module_title":["field_612f5535940c3"],"course_section_1_module_description":[""],"_course_section_1_module_description":["field_612f564c921af"],"course_section_1_section":["3"],"_course_section_1_section":["field_612f51e6b0277"],"course_section_1_section_0_title":["Lecture Content "],"_course_section_1_section_0_title":["field_612f5233b0278"],"course_section_1_section_0_lesson_list_0_lession_title":["Core orchestration principles and architectural layout of Kubeflow Pipelines (KFP)"],"_course_section_1_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_1_section_0_lesson_list_1_lession_title":["Building modular, reusable workflows using Google Cloud pre-built components vs. custom lightweight Python components"],"_course_section_1_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_1_section_0_lesson_list_2_lession_title":["Abstracting data steps: Data ingestion, data transformation, model training, and evaluation nodes"],"_course_section_1_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_1_section_0_lesson_list_3_lession_title":["Compiling pipeline syntax, tracking artifact metadata, and executing managed pipelines on the Vertex AI platform "],"_course_section_1_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_1_section_0_lesson_list":["4"],"_course_section_1_section_0_lesson_list":["field_612f530a0ac40"],"course_section_1_section_1_title":["Learning Objectives "],"_course_section_1_section_1_title":["field_612f5233b0278"],"course_section_1_section_1_lesson_list_0_lession_title":["Understand how Kubeflow pipelines decouple and automate sequential steps in a machine learning lifecycle"],"_course_section_1_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_1_section_1_lesson_list_1_lession_title":["Formulate production-grade pipelines by wiring together lightweight Python-defined tasks and pre-built Google Cloud components"],"_course_section_1_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_1_section_1_lesson_list_2_lession_title":["Compile, schedule, and execute automated machine learning workflows within the managed Vertex AI Pipelines environment"],"_course_section_1_section_1_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_1_section_1_lesson_list":["3"],"_course_section_1_section_1_lesson_list":["field_612f530a0ac40"],"course_section_1_section_2_title":["Lab Content "],"_course_section_1_section_2_title":["field_612f5233b0278"],"course_section_1_section_2_lesson_list_0_lession_title":["Building and Compiling Machine Learning Workflows with Kubeflow and Vertex AI Pipelines"],"_course_section_1_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_1_section_2_lesson_list":["1"],"_course_section_1_section_2_lesson_list":["field_612f530a0ac40"],"course_section_2_module_title":["Model Monitoring on Vertex AI"],"_course_section_2_module_title":["field_612f5535940c3"],"course_section_2_module_description":[""],"_course_section_2_module_description":["field_612f564c921af"],"course_section_2_section_0_title":["Lecture Content "],"_course_section_2_section_0_title":["field_612f5233b0278"],"course_section_2_section_0_lesson_list_0_lession_title":[" Production operational vulnerabilities: Understanding Data Skew (training-to-serving delta) and Feature Drift (time-series baseline shifts)"],"_course_section_2_section_0_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_2_section_0_lesson_list_1_lession_title":["Configuring statistical measurement thresholds to catch anomalous data pattern mutations"],"_course_section_2_section_0_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_2_section_0_lesson_list_2_lession_title":["Setting up Vertex AI Model Monitoring parameters specifically for models deployed to active Vertex AI Endpoints "],"_course_section_2_section_0_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_2_section_0_lesson_list_3_lession_title":["Automating telemetry feedback logs, performance tracking tables, and real-time system alerts"],"_course_section_2_section_0_lesson_list_3_lession_title":["field_612f533b0ac41"],"course_section_2_section_0_lesson_list":["4"],"_course_section_2_section_0_lesson_list":["field_612f530a0ac40"],"course_section_2_section_1_title":["Learning Objectives "],"_course_section_2_section_1_title":["field_612f5233b0278"],"course_section_2_section_1_lesson_list_0_lession_title":["Explain the mathematical and conceptual differences between feature drift and training-serving skew"],"_course_section_2_section_1_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_2_section_1_lesson_list_1_lession_title":["Implement automated real-time monitoring jobs on active prediction endpoints to identify drop-offs in model reliability"],"_course_section_2_section_1_lesson_list_1_lession_title":["field_612f533b0ac41"],"course_section_2_section_1_lesson_list_2_lession_title":["Configure alert metrics to notify engineering teams when production server feature values violate baseline constraints"],"_course_section_2_section_1_lesson_list_2_lession_title":["field_612f533b0ac41"],"course_section_2_section_1_lesson_list":["3"],"_course_section_2_section_1_lesson_list":["field_612f530a0ac40"],"course_section_2_section_2_title":["Lab Content "],"_course_section_2_section_2_title":["field_612f5233b0278"],"course_section_2_section_2_lesson_list_0_lession_title":["Configuring Feature Drift, Data Skew Detection, and Live Model Monitoring on Vertex AI Endpoints    "],"_course_section_2_section_2_lesson_list_0_lession_title":["field_612f533b0ac41"],"course_section_2_section_2_lesson_list":["1"],"_course_section_2_section_2_lesson_list":["field_612f530a0ac40"],"course_section_2_section":["3"],"_course_section_2_section":["field_612f51e6b0277"],"_thumbnail_id":["28761"],"_wp_old_date":["2026-05-29"]},"acf":[],"_links":{"self":[{"href":"https:\/\/www.cloudthat.com\/training\/wp-json\/wp\/v2\/stm-courses\/28968"}],"collection":[{"href":"https:\/\/www.cloudthat.com\/training\/wp-json\/wp\/v2\/stm-courses"}],"about":[{"href":"https:\/\/www.cloudthat.com\/training\/wp-json\/wp\/v2\/types\/stm-courses"}],"author":[{"embeddable":true,"href":"https:\/\/www.cloudthat.com\/training\/wp-json\/wp\/v2\/users\/6436"}],"version-history":[{"count":5,"href":"https:\/\/www.cloudthat.com\/training\/wp-json\/wp\/v2\/stm-courses\/28968\/revisions"}],"predecessor-version":[{"id":28976,"href":"https:\/\/www.cloudthat.com\/training\/wp-json\/wp\/v2\/stm-courses\/28968\/revisions\/28976"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.cloudthat.com\/training\/wp-json\/wp\/v2\/media\/28761"}],"wp:attachment":[{"href":"https:\/\/www.cloudthat.com\/training\/wp-json\/wp\/v2\/media?parent=28968"}],"wp:term":[{"taxonomy":"stm_lms_course_taxonomy","embeddable":true,"href":"https:\/\/www.cloudthat.com\/training\/wp-json\/wp\/v2\/stm_lms_course_taxonomy?post=28968"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}