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Statistics and Data Foundations for AI

Statistics and Data Foundations for AI

Tamraparni Dasu; Geetha Murthy

TAYLOR FRANCIS LTD
2026
nidottu
Statistics and Data Foundations for AI is an interdisciplinary approach to statistical concepts and data foundations of AI with real-world illustrative examples from authoritative sources such as NASA, NOAA and the US Census Bureau. Co-authored by a data science research expert and an experienced educator, the book serves as a prequel to an AI and machine learning course. Given the interdependence of data and AI, understanding data and using it responsibly to create and interact with AI tools requires a high level of statistical skill and data intuition. The book includes topics such as data management, exploratory data analysis, sampling, probability theory, hypothesis testing, multivariate analysis, data quality, ethics, data privacy, and responsible use of AI. Every key statistical concept is presented in the context of how it is used by AI applications in areas such as sports, fashion, climate science, environmental science, health, medicine and space exploration. The book makes AI relatable to everyday life so that it is no longer an abstraction. Instructor resources, supplementary materials, further reading and debate topics enable advanced study and deeper thinking. Statistics and Data Foundations for AI is intended for undergraduate and graduate students, and practitioners interested in learning statistical foundations in relation to data and AI with application to real world problems. The content is accessible to learners from a wide variety of backgrounds (STEM and non-STEM) without sacrificing rigor.
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Statistics and Data Foundations for AI

Statistics and Data Foundations for AI

Tamraparni Dasu; Geetha Murthy

TAYLOR FRANCIS LTD
2026
sidottu
Statistics and Data Foundations for AI is an interdisciplinary approach to statistical concepts and data foundations of AI with real-world illustrative examples from authoritative sources such as NASA, NOAA and the US Census Bureau. Co-authored by a data science research expert and an experienced educator, the book serves as a prequel to an AI and machine learning course. Given the interdependence of data and AI, understanding data and using it responsibly to create and interact with AI tools requires a high level of statistical skill and data intuition. The book includes topics such as data management, exploratory data analysis, sampling, probability theory, hypothesis testing, multivariate analysis, data quality, ethics, data privacy, and responsible use of AI. Every key statistical concept is presented in the context of how it is used by AI applications in areas such as sports, fashion, climate science, environmental science, health, medicine and space exploration. The book makes AI relatable to everyday life so that it is no longer an abstraction. Instructor resources, supplementary materials, further reading and debate topics enable advanced study and deeper thinking. Statistics and Data Foundations for AI is intended for undergraduate and graduate students, and practitioners interested in learning statistical foundations in relation to data and AI with application to real world problems. The content is accessible to learners from a wide variety of backgrounds (STEM and non-STEM) without sacrificing rigor.
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Metodologia de investigação

Metodologia de investigação

Anil Kumar; M C S Geetha; V R Rajan

Edicoes Nosso Conhecimento
2023
pokkari
A investiga o n o se limita aos laborat rios ou ao meio acad mico; uma compet ncia aplic vel em todas as reas da vida. Quer seja um estudante a iniciar um projeto de investiga o, um acad mico a aperfei oar as suas compet ncias, um profissional procura de solu es baseadas em provas ou simplesmente curioso sobre o processo de investiga o, este livro o seu guia.Este livro destaca o papel vital da investiga o na promo o da inova o e do progresso, salientando a import ncia de uma metodologia s lida para obter resultados fi veis. Reconhecemos os desafios e as considera es ticas que os investigadores enfrentam na sua busca da verdade e do conhecimento.Com base nas nossas diversas experi ncias de investiga o, partilhamos ideias e uma paix o pela arte da investiga o. Junte-se a n s nesta viagem esclarecedora metodologia de investiga o, onde a curiosidade n o tem limites e a busca da verdade nobre. Queeste livro o inspire a explorar, questionar e descobrir, pois a investiga o a b ssola que nos guia para uma compreens o mais profunda do mundo e de n s pr prios. Bem-vindo ao mundo da metodologia de investiga o.
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Forschungsmethodik

Forschungsmethodik

Anil Kumar; M C S Geetha; V R Rajan

Verlag Unser Wissen
2023
pokkari
Forschung ist nicht auf Laboratorien oder Hochschulen beschr nkt, sondern eine F higkeit, die in allen Lebensbereichen anwendbar ist . Ob Sie als Student ein Forschungsprojekt beginnen, als Akademiker Ihre F higkeiten verfeinern, als Fachmann nach evidenzbasierten L sungen suchen oder einfach nur neugierig auf den Forschungsprozess sind, dieses Buch ist Ihr Leitfaden.Dieses Buch hebt die wichtige Rolle der Forschung als Motor f r Innovation und Fortschritt hervor und unterstreicht die Bedeutung einer soliden Methodik f r zuverl ssige Ergebnisse. Wir sind uns derHerausforderungen und ethischen berlegungen bewusst, denen sich Forscher bei ihrer Suche nach Wahrheit und Wissenstellen m ssen .Auf der Grundlage unserer vielf ltigen Forschungserfahrungen teilen wir unsere Erkenntnisse und unsere Leidenschaft f r die Kunst des Forschens. Begleiten Sie uns auf dieser aufschlussreichen Reise in die Forschungsmethodik, wo die Neugier keine Grenzen kennt und das Streben nach Wahrheit edel ist. M gedieses Buch Sie dazu inspirieren, zu forschen, zu hinterfragen und zu entdecken, denn Forschung ist der Kompass, der uns zu einem tieferen Verst ndnis der Welt und von uns selbst f hrt. Willkommen in derWelt der Forschungsmethodik.
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Méthodologie de recherche

Méthodologie de recherche

Anil Kumar; M C S Geetha; V R Rajan

Editions Notre Savoir
2023
pokkari
La recherche ne se limite pas aux laboratoires ou aux universit s; c'est une comp tence applicable dans tous les domaines de la vie. Que vous soyez un tudiant d butant un projet de recherche, un universitaire affinant ses comp tences, un professionnel la recherche de solutions bas es sur des preuves, ou simplement curieux du processus de recherche, ce livre est votre guide.Ce livre met en vidence le r le vital de la recherche dans l'innovation et le progr s, en soulignant l'importance d'une m thodologie solide pour obtenir des r sultats fiables. Nous reconnaissons les d fis et les consid rations thiques auxquels les chercheurs sont confront s dans leur qu te de v rit et de connaissance.En nous appuyant sur nos diverses exp riences de recherche, nous partageons nos points de vue et notre passion pour l'art de la recherche. Rejoignez-nous pour ce voyage clairant dans la m thodologie de recherche, o la curiosit n'a pas de limites et o la poursuite de la v rit est noble. Quece livre vous incite explorer, questionner et d couvrir, car la recherche est la boussole qui nous guide vers une compr hension plus profonde du monde et de nous-m mes. Bienvenue dans le monde de la m thodologie de la recherche.
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Metodologia di ricerca

Metodologia di ricerca

Anil Kumar; M C S Geetha; V R Rajan

Edizioni Sapienza
2023
pokkari
La ricerca non limitata ai laboratori o al mondo accademico: un'abilit applicabile in tutti i settori della vita. Che siate studenti che iniziano un progetto di ricerca, accademici che affinano le proprie competenze, professionisti alla ricerca di soluzioni basate su prove o semplicemente curiosi di conoscere il processo di ricerca, questo libro la vostra guida.Questo libro evidenzia il ruolo vitale della ricerca nel guidare l'innovazione e il progresso, sottolineando l'importanza di una solida metodologia per ottenere risultati affidabili. Riconosciamo le sfide e le considerazioni etiche che i ricercatori devono affrontare nella loro ricerca della verit e della conoscenza.Attingendo alle nostre diverse esperienze di ricerca, condividiamo intuizioni e passione per l'arte dell'indagine. Unitevi a noi in questo viaggio illuminante nella metodologia della ricerca, dove la curiosit non ha limiti e la ricerca della verit nobile. Chequesto libro vi ispiri a esplorare, interrogare e scoprire, perch la ricerca la bussola che ci guida verso una comprensione pi profonda del mondo e di noi stessi. Benvenuti nel mondo della metodologia della ricerca.
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Mathematics for Social Scientists

Mathematics for Social Scientists

Shobha Bagai; Amber Habib; Geetha Venkataraman

TAYLOR FRANCIS LTD
2024
nidottu
This book helps readers bridge the gap between school-level mathematical skills and the quantitative and analytical skills required at the professional level. It presents basic mathematical concepts in an everyday context, enabling readers to pick up skills with ease.Mathematics for Social Scientists:• Focuses on building foundational skills in reasoning, data analysis and quantitative methods that are a requisite for progressing to higher levels;• Helps readers express mathematical ideas in the form of sets, analyse arguments and their validity mathematically, interpret and handle data, and understand the concept and use of probability;• Includes a dedicated chapter on symmetry, perspective and art to encourage readers to reason, model and objectively evaluate everyday situations.The volume will be useful to students of various disciplines in Social Sciences and Liberal Arts. It will also be an invaluable companion to practitioners of social sciences, humanities and life sciences, as well as schoolteachers at the middle and higher secondary level.
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Mathematics for Social Scientists

Mathematics for Social Scientists

Shobha Bagai; Amber Habib; Geetha Venkataraman

TAYLOR FRANCIS LTD
2024
sidottu
This book helps readers bridge the gap between school-level mathematical skills and the quantitative and analytical skills required at the professional level. It presents basic mathematical concepts in an everyday context, enabling readers to pick up skills with ease.Mathematics for Social Scientists:• Focuses on building foundational skills in reasoning, data analysis and quantitative methods that are a requisite for progressing to higher levels;• Helps readers express mathematical ideas in the form of sets, analyse arguments and their validity mathematically, interpret and handle data, and understand the concept and use of probability;• Includes a dedicated chapter on symmetry, perspective and art to encourage readers to reason, model and objectively evaluate everyday situations.The volume will be useful to students of various disciplines in Social Sciences and Liberal Arts. It will also be an invaluable companion to practitioners of social sciences, humanities and life sciences, as well as schoolteachers at the middle and higher secondary level.
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