LEADER 04584nam 2200565 450 001 9910824490003321 005 20170919022152.0 010 $a1-78398-935-1 035 $a(CKB)3710000000604294 035 $a(EBL)4520803 035 $a(MiAaPQ)EBC4520803 035 $z(PPN)220206333 035 $a(PPN)19329379X 035 $a(EXLCZ)993710000000604294 100 $a20160810h20162016 uy 0 101 0 $aeng 135 $aur|n|---||||| 181 $2rdacontent 182 $2rdamedia 183 $2rdacarrier 200 10$aF# for machine learning essentials $eget up and running with machine learning with F# in a fun and functional way /$fSudipta Mukherjee ; foreword by Dr. Ralf Herbrich, director of machine learning science at Amazon 205 $a1. 210 1$aBirmingham, England ;$aMumbai, [India] :$cPackt Publishing,$d2016. 210 4$dİ2016 215 $a1 online resource (194 p.) 225 1 $aCommunity Experience Distilled 300 $aIncludes index. 311 $a1-78398-934-3 327 $aCover ; Copyright; Credits; Foreword; About the Author; Acknowledgments; About the Reviewers; www.PacktPub.com; Table of Contents; Preface; Chapter 1: Introduction to Machine Learning; Objective; Getting in touch; Different areas where machine learning is being used; Why use F#?; Supervised machine learning; Training and test dataset/corpus; Some motivating real life examples of supervised learning; Nearest Neighbour algorithm (a.k.a k-NN algorithm); Distance metrics; Decision tree algorithms; Unsupervised learning; Machine learning frameworks; Machine learning for fun and profit 327 $aRecognizing handwritten digits - your ""Hello World"" ML programHow does this work?; Summary; Chapter 2: Linear Regression; Objective; Different types of linear regression algorithms; APIs used; Math.NET Numerics for F# 3.7.0; Getting Math.NET; Experimenting with Math.NET; The basics of matrices and vectors (a short and sweet refresher); Creating a vector; Creating a matrix; Finding the transpose of a matrix; Finding the inverse of a matrix; Trace of a matrix; QR decomposition of a matrix; SVD of a matrix; Linear regression method of least square 327 $aFinding linear regression coefficients using F#Finding the linear regression coefficients using Math.NET; Putting it together with Math.NET and FsPlot; Multiple linear regression; Multiple linear regression and variations using Math.NET; Weighted linear regression; Plotting the result of multiple linear regression; Ridge regression; Multivariate multiple linear regression; Feature scaling; Summary; Chapter 3: Classification Techniques; Objective; Different classification algorithms you will learn; Some interesting things you can do; Binary classification using k-NN; How does it work? 327 $aFinding cancerous cells using k-NN: a case studyUnderstanding logistic regression ; The sigmoid function chart; Binary classification using logistic regression (using Accord.NET); Multiclass classification using logistic regression; How does it work?; Multiclass classification using decision trees; Obtaining and using WekaSharp; How does it work?; Predicting a traffic jam using a decision tree: a case study; Challenge yourself!; Summary; Chapter 4: Information Retrieval; Objective; Different IR algorithms you will learn; What interesting things can you do? 327 $aInformation retrieval using tf-idfMeasures of similarity; Generating a PDF from a histogram; Minkowski family; L1 family; Intersection family; Inner Product family; Fidelity family or squared-chord family; Squared L2 family; Shannon's Entropy family; Similarity of asymmetric binary attributes; Some example usages of distance metrics; Finding similar cookies using asymmetric binary similarity measures; Grouping/clustering color images based on Canberra distance; Summary; Chapter 5: Collaborative Filtering; Objective; Different classification algorithms you will learn 327 $aVocabulary of collaborative filtering 410 0$aCommunity experience distilled. 517 3 $aF sharp for machine learning essentials 606 $aF# (Computer program language) 606 $aMachine learning 615 0$aF# (Computer program language) 615 0$aMachine learning. 676 $a005.133 700 $aMukherjee$b Sudipta$0892441 702 $aHerbrich$b Ralf 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910824490003321 996 $aF# for machine learning essentials$94013458 997 $aUNINA LEADER 04211nam 2200877Ia 450 001 9910959794303321 005 20200520144314.0 010 $a9786610925759 010 $a9781280925757 010 $a1280925752 010 $a9780889205796 010 $a0889205795 024 7 $a10.51644/9780889205796 035 $a(CKB)1000000000247052 035 $a(EBL)685936 035 $a(OCoLC)753479600 035 $a(SSID)ssj0000281465 035 $a(PQKBManifestationID)11253961 035 $a(PQKBTitleCode)TC0000281465 035 $a(PQKBWorkID)10306114 035 $a(PQKB)11209265 035 $a(CaPaEBR)402344 035 $a(CaBNvSL)gtp00521557 035 $a(OCoLC)244764200 035 $a(MdBmJHUP)muse14775 035 $a(Au-PeEL)EBL685936 035 $a(CaPaEBR)ebr10135330 035 $a(VaAlCD)20.500.12592/fg09w4 035 $a(schport)gibson_crkn/2009-12-01/2/402344 035 $a(MiAaPQ)EBC685936 035 $a(PPN)25053911X 035 $a(MiAaPQ)EBC3243714 035 $a(DE-B1597)667257 035 $a(DE-B1597)9780889205796 035 $a(FR-PaCSA)88899430 035 $a(FRCYB88899430)88899430 035 $a(Perlego)1706663 035 $a(EXLCZ)991000000000247052 100 $a20030321d2003 uy 0 101 0 $aeng 135 $aur|n|---||||| 181 $ctxt 182 $cc 183 $acr 200 10$aLinking sexuality & gender $enaming violence against women in the United Church of Canada /$fTracy J. Trothen 205 $a1st ed. 210 $aWaterloo, Ont. $cPublished for the Canadian Corporation for Studies in Religion/Corporation canadienne des sciences religieuses by Wilfred Laurier University Press$d2003 215 $a1 online resource (175 p.) 225 1 $aStudies in women and religion ;$v9 300 $aIncludes index. 311 08$a9780889204249 311 08$a0889204241 320 $aIncludes bibliographical references: p. 149-155. 327 $aTABLE OF CONTENTS; ACKNOWLEDGEMENTS; LIST OF ABBREVIATIONS; INTRODUCTION; I: Methodology; II: The Development of The United Church of Canada's Approach to Human Sexuality; III: The Development of The United Church of Canada's Approach to Women's Roles and the Family; IV: Case Study: In God's Image...Male and Female; V: Case Study: Gift, Dilemma and Promise; VI: Case Study: The Task Force on the Changing Roles of Women and Men in Church and Society; VII: Taking Stock: A Contextual, Retrospective Look at Sexuality, Gender, Violence, and The United Church of Canada; NOTES; SELECTED BIBLIOGRAPHY 327 $aINDEX 330 $a Why did it take so long for the United Church of Canada to respond to violence against women? Tracy J. Trothen looks at the United Church as a uniquely Canadian institution, and explores how it has approached gender and sexuality issues. She argues that how the Church deals with these issues influences its ability to name violence against women. In examining the Church's early approaches to gender and sexuality, Tracy J. Trothen discovered that the United Church had tended to see certain structures or roles as sacred and others as demonic. For example, while sex outside m 410 0$aEtudes sur les femmes et la religion ;$vno 9. 517 3 $aLinking sexuality and gender 606 $aWomen$xCrimes against$xReligious aspects$xUnited Church of Canada 606 $aViolence$xReligious aspects$xUnited Church of Canada 606 $aSex$xReligious aspects$xUnited Church of Canada 606 $aSex role$xReligious aspects$xUnited Church of Canada 615 0$aWomen$xCrimes against$xReligious aspects$xUnited Church of Canada. 615 0$aViolence$xReligious aspects$xUnited Church of Canada. 615 0$aSex$xReligious aspects$xUnited Church of Canada. 615 0$aSex role$xReligious aspects$xUnited Church of Canada. 676 $a261.8/3315/082 700 $aTrothen$b Tracy J$g(Tracy Joan),$f1963-$0973664 712 02$aCanadian Corporation for Studies in Religion. 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910959794303321 996 $aLinking sexuality & gender$94337349 997 $aUNINA