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It also includes resources to prepare for and take the AWS Certified Machine Learning – Specialty exam, featuring exam readiness content, sample questions, and practice exams, plus access to broader AWS learning resources.",{"@graph":14,"@context":73},[15,34,56],{"@type":16,"itemListElement":17},"BreadcrumbList",[18,23,27,31],{"item":19,"name":20,"@type":21,"position":22},"https://docshare.wps.com","Home","ListItem",1,{"item":24,"name":25,"@type":21,"position":26},"https://docshare.wps.com/document/","Document",2,{"item":28,"name":29,"@type":21,"position":30},"https://docshare.wps.com/document/technology/","Technology",3,{"item":32,"name":10,"@type":21,"position":33},"https://docshare.wps.com/document/aws-machine-learning-ramp-up-guide/317473/",4,{"url":32,"name":10,"@type":35,"image":36,"author":41,"headline":10,"publisher":44,"fileFormat":47,"inLanguage":8,"description":12,"dateModified":48,"datePublished":49,"encodingFormat":47,"isAccessibleForFree":50,"interactionStatistic":51},"DigitalDocument",{"url":37,"@type":38,"width":39,"height":40},"https://docshare.wps.com/thumbnails/aws-machine-learning-ramp-up-guide/317473.png","ImageObject",300,407,{"name":42,"@type":43},"Ava Thompson","Person",{"url":19,"name":45,"@type":46},"DocShare","Organization","application/pdf","2026-10-26","2026-09-20",true,{"@type":52,"interactionType":53,"userInteractionCount":55},"InteractionCounter",{"@type":54},"ViewAction",17,{"@type":57,"mainEntity":58},"FAQPage",[59,65,69],{"name":60,"@type":61,"acceptedAnswer":62},"What are the main steps in the AWS Machine Learning Ramp-Up Guide?","Question",{"text":63,"@type":64},"The guide is structured into three steps: learn fundamentals, learn cloud concepts and best practices, and prepare for the AWS Certified Machine Learning–Specialty exam.","Answer",{"name":66,"@type":61,"acceptedAnswer":67},"Which topics are covered in Step 1?",{"text":68,"@type":64},"Step 1 focuses on AWS Machine Learning fundamentals, including AI/ML/DL basics, machine learning for business and leaders, ML building blocks, and core process modeling such as CRISP-DM.",{"name":70,"@type":61,"acceptedAnswer":71},"What resources help learners prepare for the AWS Certified Machine Learning–Specialty exam?",{"text":72,"@type":64},"The guide provides exam readiness training, an exam guide with sample questions, and a practice exam, plus classroom and digital training options where listed.","https://schema.org",{"og:url":32,"og:type":75,"og:title":10,"og:site_name":45,"og:description":12},"article",{"robots":77,"canonical":32},"index,follow",{"doc_id":79,"site_id":7},317473,1790051702,{"code":4,"msg":82,"data":83},"success",[84,88,92,96,101,105,110,115,120,123,127],{"id":22,"doc_module":4,"doc_module_name":25,"category_name":85,"show_sort_weight":86,"slug":87},"Story & Novel",90,"story-novel",{"id":26,"doc_module":4,"doc_module_name":25,"category_name":89,"show_sort_weight":90,"slug":91},"Literature",80,"literature",{"id":33,"doc_module":4,"doc_module_name":25,"category_name":93,"show_sort_weight":94,"slug":95},"Exam",70,"exam",{"id":97,"doc_module":4,"doc_module_name":25,"category_name":98,"show_sort_weight":99,"slug":100},5,"Comic",60,"comic",{"id":102,"doc_module":4,"doc_module_name":25,"category_name":29,"show_sort_weight":103,"slug":104},6,50,"technology",{"id":106,"doc_module":4,"doc_module_name":25,"category_name":107,"show_sort_weight":108,"slug":109},7,"Healthcare",40,"healthcare",{"id":111,"doc_module":4,"doc_module_name":25,"category_name":112,"show_sort_weight":113,"slug":114},8,"Research & Report",30,"research-report",{"id":116,"doc_module":4,"doc_module_name":25,"category_name":117,"show_sort_weight":118,"slug":119},9,"Religion & Spirituality",20,"religion-spirituality",{"id":118,"doc_module":4,"doc_module_name":25,"category_name":121,"show_sort_weight":118,"slug":122},"World Cup","world-cup",{"id":124,"doc_module":4,"doc_module_name":25,"category_name":125,"show_sort_weight":124,"slug":126},10,"Lifestyle","lifestyle",{"id":128,"doc_module":4,"doc_module_name":25,"category_name":129,"show_sort_weight":97,"slug":130},19,"General","general",{"code":4,"msg":82,"data":132},{"doc_id":79,"user_id":133,"nickname":42,"user_avatar":134,"doc_module":4,"category_id":102,"category_name":29,"doc_title":10,"doc_description":12,"doc_content":135,"file_id":136,"file_url":137,"file_type":138,"file_size":139,"view_count":55,"is_deleted":4,"is_public":22,"is_downloadable":22,"audit_status":22,"page_count":33,"language":140,"language_code":8,"site_id":7,"html_lang":8,"table_of_contents":141,"faqs":142,"seo_title":143,"seo_description":12,"update_tm":144,"read_time":124},1649267921044,"https://us-avatar.wpscdn.com/avatar/1800007509477c92dfb?_k=1786009248482753345","AWS Training and Certification has created this and other AWS Ramp-Up Guides to help build your knowledge of the AWS Cloud. Each expertly curated guide features free digital training, classroom courses, videos, whitepapers, certifications, and other information you’re looking for. To enroll in training and certification exams, and track your progress, [visit](visit aws.training)[ aws.training](visit aws.training) and set up a free account. To provide suggestions on Ramp-Up Guides, please contact  \n[rampupguides@amazon.com](rampupguides@amazon.com)  \n\n| Learn the fundamentals of the AWS Cloud |  |  |\n| --- | --- | --- |\n| LEARNING RESOURCE | DURATION | TYPE |\n| What is Cloud Computing? | 10 minutes | Webpage » |\n| Overview of AWS | 2 hours | Whitepaper » |\n| AWS Cloud Practitioner Essentials | 6+ hours | Digital Training » |\n|  |  | Classroom Training » |\n| Cloud Computing with AWS | 10 minutes | Webpage » |\n| AWS Glossary | 30 minutes | Whitepaper » |\n| Job Roles in the Cloud | 30 minutes | Digital Training » |\n\n\n| Step 1: Learn AWS Machine Learning fundamentals |  |  |\n| --- | --- | --- |\n| LEARNING RESOURCE | DURATION | TYPE |\n| Demystifying AI/ML/DL | 45 minutes | Digital Training » |\n| Machine Learning for Leaders | 10 minutes | Digital Training » |\n| Machine Learning for Business Challenges | 1 hour | Digital Training » |\n| ML Building Blocks: Services and Terminology | 40 minutes | Digital Training » |\n\n\n| Step 1: Learn AWS Machine Learning fundamentals |  |  |\n| --- | --- | --- |\n| LEARNING RESOURCE | DURATION | TYPE |\n| Process Model: CRISP-DM on theAWS Stack | 50 minutes | Digital Training » |\n| Machine Learning Foundations: Evolution of ML and Al | 1 hour | Whitepaper » |\n| AWS Machine Learning | 30 minutes | Webpage » |\n| Exploring the Machine Learning Toolset | 80 minutes | Digital Training » |\n| Math for Machine Learning | 8 hours | Digital Training » |\n| The Elements of Data Science | 8 hours | Digital Training » |\n\n\n| Step 2: Learn AWS Machine Learning cloud concepts and best practices |  |  |\n| --- | --- | --- |\n| LEARNING RESOURCE | DURATION | TYPE |\n| Managing Machine Learning Projects | 1 hour | Whitepaper » |\n| Power Machine Learning at Scale | 1 hour | Whitepaper » |\n| Machine Learning Terminology and Process | 1 hour | Digital Training » |\n| Machine Learning Security | 30 minutes | Digital Training » |\n| Developing Machine Learning Applications | 2.5 hours | Digital Training » |\n| Amazon SageMaker: Build an Object Detection Model Using Images Labeled with Ground Truth | 70 minutes | Digital Training » |\n| Practical Data Science with Amazon SageMaker\u003Cbr>OR The Machine Learning Pipeline on AWS | 1 day | Classroom Training » |\n|  | 4 days | Classroom Training » |\n| Amazon SageMaker: Simplifying ML Application Development (on edX) | 4 weeks | edX Digital Training » |\n\n\n| Step 2: Learn AWS Machine Learning cloud concepts and best practices |  |  |\n| --- | --- | --- |\n| LEARNING RESOURCE | DURATION | TYPE |\n| Amazon SageMaker Technical Deep Dive Series | 2.5 hours | Video » |\n| Machine Learning University (MLU) Accelerated Tabular Data | 3 hours | Video » |\n| Machine Learning University (MLU) Accelerated Natural Language Processing | 3 hours | Video » |\n| Machine Learning University (MLU) Accelerated Computer Vision | 3 hours | Video » |\n| Deep Learning on AWS Technical Guide | 1 hour | Guide » |\n| Deep Learning on AWS | 1 day | Classroom Training » |\n| Big Data on AWS | 3 days | Classroom Training » |\n| Data Science Capstone: Real World Machine Learning Decisions | 50 minutes | Digital Training » |\n| AWS Machine Learning blog | 5 minutes | Blog » |\n\n\n| Step 3: Prepare for and take the AWS Certified Machine Learning-Specialty certification exam |  |  |\n| --- | --- | --- |\n| LEARNING RESOURCE | DURATION | TYPE |\n| Exam Readiness: AWS Certified Machine Learning – Specialty | 3.5 hours | Digital Training » |\n|  | 1 day | Classroom Training » |\n| AWS Certified Machine Learning – Specialty exam guide and sample ques","cbCaie0mffFaz1ZM","https://ap.wps.com/l/cbCaie0mffFaz1ZM","pdf",277769,"English","# Step 1: Learn AWS Machine Learning fundamentals\n## Core learning resources\n# Step 2: Learn AWS Machine Learning cloud concepts and best practices\n## Core learning resources\n## SageMaker and practical training\n# Step 3: Prepare for and take the AWS Certified Machine Learning–Specialty certification exam\n## Exam prep resources\n# Explore additional resources\n## Learning Library and AWS resource portals","[{\"question\":\"What are the main steps in the AWS Machine Learning Ramp-Up Guide?\",\"answer\":\"The guide is structured into three steps: learn fundamentals, learn cloud concepts and best practices, and prepare for the AWS Certified Machine Learning–Specialty exam.\"},{\"question\":\"Which topics are covered in Step 1?\",\"answer\":\"Step 1 focuses on AWS Machine Learning fundamentals, including AI/ML/DL basics, machine learning for business and leaders, ML building blocks, and core process modeling such as CRISP-DM.\"},{\"question\":\"What resources help learners prepare for the AWS Certified Machine Learning–Specialty exam?\",\"answer\":\"The guide provides exam readiness training, an exam guide with sample questions, and a practice exam, plus classroom and digital training options where listed.\"}]","AWS Machine Learning Ramp-Up Guide | PDF",1789933392]