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Tabla de Contenidos: “…Cover -- Title Page -- Copyright Page -- Acknowledgments -- About the Authors -- About the Technical Editor -- Contents at a Glance -- Contents -- Introduction -- The AWS Certified Machine Learning Specialty Exam -- Who Should Buy This Book -- Study Guide Features -- AWS Certified Machine Learning Specialty Exam Objectives -- Assessment Test -- Answers to Assessment Test -- Part I Introduction -- Chapter 1 AWS AI ML Stack -- Amazon Rekognition -- Image and Video Operations -- Amazon Textract -- Sync and Async APIs -- Amazon Transcribe -- Transcribe Features -- Transcribe Medical -- Amazon Translate -- Amazon Translate Features -- Amazon Polly -- Amazon Lex -- Lex Concepts -- Amazon Kendra -- How Kendra Works -- Amazon Personalize -- Amazon Forecast -- Forecasting Metrics -- Amazon Comprehend -- Amazon CodeGuru -- Amazon Augmented AI -- Amazon SageMaker -- Analyzing and Preprocessing Data -- Training -- Model Inference -- AWS Machine Learning Devices -- Summary -- Exam Essentials -- Review Questions -- Chapter 2 Supporting Services from the AWS Stack -- Storage -- Amazon S3 -- Amazon EFS -- Amazon FSx for Lustre -- Data Versioning -- Amazon VPC -- AWS Lambda -- AWS Step Functions -- AWS RoboMaker -- Summary -- Exam Essentials -- Review Questions -- Part II Phases of Machine Learning Workloads -- Chapter 3 Business Understanding -- Phases of ML Workloads -- Business Problem Identification -- Summary -- Exam Essentials -- Review Questions -- Chapter 4 Framing a Machine Learning Problem -- ML Problem Framing -- Recommended Practices -- Summary -- Exam Essentials -- Review Questions -- Chapter 5 Data Collection -- Basic Data Concepts -- Data Repositories -- Data Migration to AWS -- Batch Data Collection -- Streaming Data Collection -- Summary -- Exam Essentials -- Review Questions -- Chapter 6 Data Preparation -- Data Preparation Tools…”

Tabla de Contenidos: “…. -- Figure 4.5 Using consumer-grade eye tracker (left) to monitor visual attention while students interact with Guru (right) in classrooms -- Figure 4.6 Sample video (left) in the Algebra Nation platform along with a self-report engagement questionnaire (right) -- Figure 4.7 Organisation of activities with respect to expected engagement and learning (from left to higher) as per the ICAP framework -- Figure 4.8 Example of a problem and pendulum solution in Physics Playground -- Figure 4.9 GazeTutor interface with animated agent (0), image panel (1), and input box (2). …”

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Tabla de Contenidos: “…Inculcating religion -- Salvation -- Removal of ignorance -- Brahman realization -- Spiritual knowledge -- Educational Organization -- Gurukula -- Ideal or teacher -- Duties of disciples (shishyas) -- Guru-shishya relation -- Suitable age of education -- Perfection in education -- Multiple courses of study -- Prominence of religious education -- Emphasis on character building -- Psychological basis -- Equal opportunity to gain education -- Women education -- Physical education -- Educational Philosophy of Vedas -- Aims of Education -- Anna-maya kosh -- Pranmaya kosh -- Manomaya kosh -- Vijnanmaya kosh -- Anandmaya kosh -- The Teacher and the Pupil in Upanisads -- The Curriculum -- Teaching Methods -- The riddle/allegorical method -- The rule method (sutra-pranali) -- The etymological method -- The story method -- The metaphorical method -- The discussion method -- The synthetic method -- The lecture method -- The adhoc method -- The sequential method -- The Learning Process -- The Discipline -- The Need and Importance of Upanisadic Education -- The Educational Philosophy of Srimad Bhagvadgita -- Aims of Education -- The Characteristics of an Educated Person (Equanimous) -- Relationship Between Teachers and Students -- Importance of the Study of the Nature of a Child by the Teacher -- Who Deserves to Be a Learner? …”