[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"detail-sidebar-cat-0-en-105":3,"doc-seo-317465-105":59,"doc-detail-317465-en":131},{"code":4,"msg":5,"data":6},0,"success",[7,13,18,23,28,33,38,43,48,51,55],{"id":8,"doc_module":4,"doc_module_name":9,"category_name":10,"show_sort_weight":11,"slug":12},1,"Document","Story & Novel",90,"story-novel",{"id":14,"doc_module":4,"doc_module_name":9,"category_name":15,"show_sort_weight":16,"slug":17},2,"Literature",80,"literature",{"id":19,"doc_module":4,"doc_module_name":9,"category_name":20,"show_sort_weight":21,"slug":22},4,"Exam",70,"exam",{"id":24,"doc_module":4,"doc_module_name":9,"category_name":25,"show_sort_weight":26,"slug":27},5,"Comic",60,"comic",{"id":29,"doc_module":4,"doc_module_name":9,"category_name":30,"show_sort_weight":31,"slug":32},6,"Technology",50,"technology",{"id":34,"doc_module":4,"doc_module_name":9,"category_name":35,"show_sort_weight":36,"slug":37},7,"Healthcare",40,"healthcare",{"id":39,"doc_module":4,"doc_module_name":9,"category_name":40,"show_sort_weight":41,"slug":42},8,"Research & Report",30,"research-report",{"id":44,"doc_module":4,"doc_module_name":9,"category_name":45,"show_sort_weight":46,"slug":47},9,"Religion & Spirituality",20,"religion-spirituality",{"id":46,"doc_module":4,"doc_module_name":9,"category_name":49,"show_sort_weight":46,"slug":50},"World Cup","world-cup",{"id":52,"doc_module":4,"doc_module_name":9,"category_name":53,"show_sort_weight":52,"slug":54},10,"Lifestyle","lifestyle",{"id":56,"doc_module":4,"doc_module_name":9,"category_name":57,"show_sort_weight":24,"slug":58},19,"General","general",{"code":4,"msg":60,"data":61},"ok",{"site_id":62,"language":63,"slug":64,"title":65,"keywords":66,"description":67,"schema_data":68,"social_meta":124,"head_meta":126,"extra_data":128,"updated_unix":130},105,"en","tutorials-dojo-study-guide-aws-certified-ai-practitioner-aif-c01-study-guide","Tutorials Dojo Study Guide - AWS Certified AI Practitioner AIF-C01 - Study Guide","","Tutorials Dojo Study Guide for the AWS Certified AI Practitioner (AIF-C01) exam explains exam structure, domains, scoring, and related AWS services. It then builds core AI and ML fundamentals, covering neural network architecture, key learning paradigms, and model concepts such as fit, overfitting/underfitting, and gradient issues. The guide also presents practical AI use cases and details the ML development lifecycle, including data preparation, pipelines, evaluation, deployment, and AWS services supporting each stage.",{"@graph":69,"@context":123},[70,84,106],{"@type":71,"itemListElement":72},"BreadcrumbList",[73,77,79,82],{"item":74,"name":75,"@type":76,"position":8},"https://docshare.wps.com","Home","ListItem",{"item":78,"name":9,"@type":76,"position":14},"https://docshare.wps.com/document/",{"item":80,"name":20,"@type":76,"position":81},"https://docshare.wps.com/document/exam/",3,{"item":83,"name":65,"@type":76,"position":19},"https://docshare.wps.com/document/tutorials-dojo-study-guide-aws-certified-ai-practitioner-aif-c01-study-guide/317465/",{"url":83,"name":65,"@type":85,"image":86,"author":91,"headline":65,"publisher":94,"fileFormat":97,"inLanguage":63,"description":67,"dateModified":98,"datePublished":99,"encodingFormat":97,"isAccessibleForFree":100,"interactionStatistic":101},"DigitalDocument",{"url":87,"@type":88,"width":89,"height":90},"https://docshare.wps.com/thumbnails/tutorials-dojo-study-guide-aws-certified-ai-practitioner-aif-c01-study-guide/317465.png","ImageObject",300,407,{"name":92,"@type":93},"Logic","Person",{"url":74,"name":95,"@type":96},"DocShare","Organization","application/pdf","2026-11-07","2026-09-20",true,{"@type":102,"interactionType":103,"userInteractionCount":105},"InteractionCounter",{"@type":104},"ViewAction",24,{"@type":107,"mainEntity":108},"FAQPage",[109,115,119],{"name":110,"@type":111,"acceptedAnswer":112},"What does the AWS Certified AI Practitioner AIF-C01 exam overview cover?","Question",{"text":113,"@type":114},"It covers exam details, exam domains, related AWS topics and services, the scoring system, and exam benefits.","Answer",{"name":116,"@type":111,"acceptedAnswer":117},"Which AI and ML fundamentals are included in the study guide?",{"text":118,"@type":114},"The guide covers core AI concepts, neural network architecture, key AI domains (including NLP and LLMs), data types, and major machine learning paradigms such as supervised, unsupervised, reinforcement, and self-supervised learning.",{"name":120,"@type":111,"acceptedAnswer":121},"How does the guide explain the machine learning development lifecycle?",{"text":122,"@type":114},"It outlines pipeline components like data collection, cleaning, EDA, preprocessing, feature engineering, model building, evaluation, validation, and deployment, and it maps AWS services to each stage.","https://schema.org",{"og:url":83,"og:type":125,"og:title":65,"og:site_name":95,"og:description":67},"article",{"robots":127,"canonical":83},"index,follow",{"doc_id":129,"site_id":62},317465,1789985498,{"code":4,"msg":5,"data":132},{"doc_id":129,"user_id":133,"nickname":92,"user_avatar":134,"doc_module":4,"category_id":19,"category_name":20,"doc_title":65,"doc_description":67,"doc_content":135,"file_id":136,"file_url":137,"file_type":138,"file_size":139,"view_count":105,"is_deleted":4,"is_public":8,"is_downloadable":8,"audit_status":8,"page_count":140,"language":141,"language_code":63,"site_id":62,"html_lang":63,"table_of_contents":142,"faqs":143,"seo_title":144,"seo_description":67,"update_tm":145,"read_time":146,"preview_page_count":4},1099513958762,"https://ap-avatar.wpscdn.com/avatar/1000023916a998db790?x-image-process=image/resize,m_fixed,w_180,h_180&k=1784791008015729253","J O N B O N S O , KA Y N E R O D R I G O ,& S A M A N T H A S E R V O  \nTutorials Dojo Study Guide | AWS Certified Certified AI Practitioner AIF-C01  \nby Jon Bonso, Kayne Rodrigo, Samantha Servo  \nTABLE OF CONTENTS  \nINTRODUCTION 12  \nAWS CERTIFIED AI PRACTITIONER AIF-C01 EXAM OVERVIEW 13  \nExam Details 14  \nExam Domains 15  \nExam-Related AWS Topics and Services 17  \nExam Scoring System 19  \nExam Beneƻts 20  \nAWS CERTIFIED AI PRACTITIONER (AIF-C01) EXAM STUDY GUIDE 21  \nWhat to review 21  \nHow to review 23  \nCommon Exam Scenarios 23  \nValidate Your Knowledge 28  \nSample Practice Test Questions: 28  \nWhat to expect from the exam 33  \nAI AND ML FUNDAMENTALS 34  \nA. Explain Basic AI Concepts and Terminologies 35  \nChapter 1.1: Understanding Basic AI Concepts and Terminologies 35  \nArtificial Intelligence 35  \nMachine Learning 37  \nDeep Learning 39  \nGenerative AI 41  \nNeural Network 43  \nArchitecture of a Basic Neural Network 44  \nNeurons (A) 44  \nLayers (B) 44  \nInput Layer (C) 45  \nHidden Layers (D) 45  \nOutput Layer (E) 45  \nWeights and Biases (F) 45  \nActivation Function (G) 45  \nForward pass / Forward propagation algorithm (H) 45  \nBackpropagation algorithm (I) 45  \nGradient Descent 45  \nVanishing Gradients 45  \nExploding Gradients 46  \nNormalization 46  \n[https://portal.tutorialsdojo.com/ ](https://portal.tutorialsdojo.com/  1)[ 1](https://portal.tutorialsdojo.com/  1)  \nTutorials Dojo Study Guide | AWS Certified Certified AI Practitioner AIF-C01  \nby Jon Bonso, Kayne Rodrigo, Samantha Servo  \nRegularization 46  \nTypes of Neural Network Architectures 46  \nFeedforward Neural Networks (FNN) 46  \nRecurrent Neural Networks (RNN) 46  \nConvolutional Neural Networks (CNN) 47  \nGenerative Adversarial Networks (GAN) 48  \nTransformer Models 49  \nChapter 1.2 Key Domains in AI 50  \nComputer Vision 50  \nNatural Language Processing (NLP) 50  \nLarge Language Models (LLMs) 50  \nSmall Language Models (SLMs) 50  \nModels and Algorithms 51  \nFit and Overfitting 53  \nModel Fit 53  \nOverfitting and Underfitting 53  \nPreventing Underfitting and Overfitting 53  \nInferencing in AI 54  \nBatch inference 54  \nReal-time inferencing 54  \nChapter 1.3 Data in AI Models 54  \nTypes of Data 54  \nDatasets 54  \nFeatures and Labels 54  \nData Format 55  \nStructured Data 55  \nSemi-structured Data 55  \nUnstructured Data 55  \nChapter 1.4 Machine Learning Paradigms 55  \nTypes of Machine Learning 55  \nSupervised Learning 55  \nUnsupervised Learning 56  \nReinforcement Learning 56  \nSelf-Supervised Learning 57  \nB. Identifying Practical Use Cases for AI 57  \nChapter 1.5 Real-World AI Applications 57  \nApplications in Computer Vision 57  \nNatural Language Processing Use Cases 59  \n[https://portal.tutorialsdojo.com/ ](https://portal.tutorialsdojo.com/  2)[ 2](https://portal.tutorialsdojo.com/  2)  \nTutorials Dojo Study Guide | AWS Certified Certified AI Practitioner AIF-C01  \nby Jon Bonso, Kayne Rodrigo, Samantha Servo  \nSpeech Recognition Systems 60  \nFraud Detection Mechanism 61  \nForecasting Models 62  \nChapter 1.6 When AI Solutions May Not Be Appropriate 62  \nCost-Benefit Analysis of AI Implementation 62  \nSituations Requiring Deterministic Solutions 64  \nLimitations of AI in Regulated or Sensitive Areas 65  \nChapter 1.7 Capabilities of AWS Managed AI Services 67  \nGenerative AI Apps 67  \nAmazon Bedrock 67  \nAmazon Q 68  \nLanguage AI 69  \nAmazon Transcribe 69  \nAmazon Polly 71  \nAmazon Lex 71  \nAmazon Translate 72  \nAugmented Analysis 73  \nAmazon Textract 73  \nAmazon Augmented AI (A2I) 74  \nAmazon Comprehend 75  \nComputer Vision 77  \nAmazon Rekognition 77  \nCustomer Experience 78  \nAmazon Personalize 78  \nAmazon Kendra 79  \nAmazon Connect 82  \nBusiness Metrics 84  \nAmazon Fraud Detector 84  \nAmazon SageMaker Canvas 85  \nC. The Machine Learning Development Lifecycle 87  \nChapter 1.8 Components of a Machine Learning Pipeline 87  \nData Collection 87  \nData Cleaning 87  \nExploratory Data Analysis (EDA) 87  \nData Pre-processing Techniques 88  \nFeature Engineering 88  \nMode","cbCaiakgWMsy2xu9","https://ap.wps.com/l/cbCaiakgWMsy2xu9","pdf",1564369,33,"English","# Introduction\n# AWS Certified AI Practitioner AIF-C01 Exam Overview\n## Exam Details\n## Exam Domains\n## Exam-Related AWS Topics and Services\n## Exam Scoring System\n## Exam Benefits\n# AWS Certified AI Practitioner (AIF-C01) Exam Study Guide\n## What to Review\n## How to Review\n## Common Exam Scenarios\n## Validate Your Knowledge\n## Sample Practice Test Questions\n## What to Expect from the Exam\n# AI and ML Fundamentals\n## Basic AI Concepts and Terminologies\n## Key Domains in AI\n## Data in AI Models\n## Machine Learning Paradigms\n## Practical Use Cases for AI\n## When AI Solutions May Not Be Appropriate\n## Capabilities of AWS Managed AI Services\n# The Machine Learning Development Lifecycle\n## Components of an ML Pipeline\n## Sources of ML Models\n## AWS Services for Each Stage of the ML Pipeline\n## Key Machine Learning Concepts","[{\"question\":\"What does the AWS Certified AI Practitioner AIF-C01 exam overview cover?\",\"answer\":\"It covers exam details, exam domains, related AWS topics and services, the scoring system, and exam benefits.\"},{\"question\":\"Which AI and ML fundamentals are included in the study guide?\",\"answer\":\"The guide covers core AI concepts, neural network architecture, key AI domains (including NLP and LLMs), data types, and major machine learning paradigms such as supervised, unsupervised, reinforcement, and self-supervised learning.\"},{\"question\":\"How does the guide explain the machine learning development lifecycle?\",\"answer\":\"It outlines pipeline components like data collection, cleaning, EDA, preprocessing, feature engineering, model building, evaluation, validation, and deployment, and it maps AWS services to each stage.\"}]","Tutorials Dojo Study Guide - AWS Certified AI Practitioner AIF-C01 - Study Guide | PDF",1789933121,83]