Python Machine Learning by Example, 3rd Edition by Yuxi (Hayden) Liu. However, I've not been able to get passed the second chapter! .bRecImageSize{height:96px;width:96px;background-size:auto 96px!important;opacity:1;-moz-transition:opacity .2s ease-in-out;-webkit-transition:opacity .2s ease-in-out;-ms-transition:opacity .2s ease-in-out;-o-transition:opacity .2s ease-in-out;transition:opacity .2s ease-in-out}.bRecImageSize.bRecDisabled{opacity:.3}#beautyRecommendations .bRecPlus h5{font-size:40px;color:#d3d3d3}#beautyRecommendations .bRecUseWith h5{font-style:italic}#bRecQuote{padding-left:25px;padding-right:25px}#bRecCartDeclarative{display:block}.csxfs_faded_image{opacity:.5;filter:alpha(opacity=50)}#frsmpl-mobile-selector-outer .a-box .a-box-inner{padding:0 18px 14px}#proBadge.a-addon-badge,#proBadge.a-icon-addon{background-color:#373d3e;font-size:12px;font-weight:400}#proBadge.a-addon-badge:before,#proBadge.a-icon-addon:before{border-bottom:10px solid #373d3e}#proBadge.a-addon-badge:after,#proBadge.a-icon-addon:after{border-top:10px solid 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.beautyVTOIngressImage{width:6rem;margin-left:.4rem;margin-right:.3rem}}.beautyVTO .beautyVTOIngressLabelSection{display:inline-block;float:left;padding-top:1.5rem}@media only screen and (min-width:340px) and (max-width:365px){.beautyVTO .beautyVTOIngressLabel{margin-left:-.3rem}}.beautyVTO .beautyVTOIngressButtonSection{display:inline-block;float:right;width:9.5rem;padding-top:1rem;padding-right:1.2rem}.beautyVTOSecondaryPanel .beautyVTOVariationDetails{display:inline-block;width:100%}.beautyVTOSecondaryPanel .beautyVTOVariationDetailsImageSection{display:inline-block;float:left;width:30%;border:1px solid #d3d3d3;text-align:center}.beautyVTOSecondaryPanel .beautyVTOVariationDetailsInfoSection{display:inline-block;width:70%}.beautyVTOSecondaryPanel .beautyVTOSwatchSection{white-space:nowrap;overflow-x:auto;height:9rem;margin:1rem -1.4rem}.beautyVTOSecondaryPanel .beautyVTOSwatchSection::-webkit-scrollbar{display:none;height:0!important}.beautyVTOSecondaryPanel .beautyVTOSwatchImg{width:6rem;height:6rem;border-radius:100%;cursor:pointer;position:absolute;top:5px;left:5px;background-size:auto 6rem;background-repeat:no-repeat;background-position:center}.beautyVTOSecondaryPanel .beautyVTOSwatchImgDNE{background-color:#DDD}.beautyVTOSecondaryPanel .beautyVTOSwatch{margin-bottom:10px!important;position:relative;margin-left:4px;margin-right:-6px;display:inline-block}.beautyVTOSecondaryPanel .beautyVTOSwatch .innerBorder{border-radius:100%;background-color:transparent;height:6rem;width:6rem;position:absolute;top:2px;left:2px;z-index:1;border:3px solid #fff;box-sizing:content-box}.beautyVTOSecondaryPanel .beautyVTOSwatch .outerBorder{border-radius:100%;background-color:transparent;height:6.6rem;width:6.6rem;position:relative;z-index:0;border:2px solid transparent;box-sizing:content-box}.beautyVTOSecondaryPanel .beautyVTOSwatch.hoverSwatch .outerBorder,.beautyVTOSecondaryPanel .beautyVTOSwatch.selectedSwatch .outerBorder{border:2px solid #e77600}.beautyVTOSecondaryPanel .beautyVTOSwatch.hoverSwatch .outerBorder{opacity:.5}.beautyVTOSecondaryPanel .beautyVTOVariationDetailsAddToCartSection{float:right;text-align:center}.beautyVTOSecondaryPanel .vtoAddedToCartChangeover{position:fixed;top:80%;transform:translate(0,-50%);z-index:3} Some of his recent research methods have been applied to solving problems in the field of biometrics for imparting privacy to face images. AmazonUIPageJS : P).load.js('https://images-na.ssl-images-amazon.com/images/I/71EA77kZwfL.js?AUIClients/GoldboxUDPAssets&1qFPJc2X#312885-T1.315969-T1'); However, I think this approach is highly valuable for both students and young researchers who are getting started in machine learning and deep learning. Python Machine Learning, Third Edition is a comprehensive guide to machine learning and deep learning with Python. Their book is a must-have when teaching new recruits the amazing art of AI - I give their book my most enthusiastic endorsement! The environment needed to make all the code work seems like a minefield and the explanations didn't prove helpful at all. The 3E book focuses on the theory and general application of ML programming, while the BE book focuses an specific application examples. I am just about halfway through. In many ways, you can think of Pandas as "Excel inside of Python," with a wealth of capabilities that make it easy to work with data. Python Machine Learning, Third Edition is a comprehensive guide to machine learning and deep learning with Python. About the book Equipped with the latest updates, this third edition of Python Machine Learning By Example, provides a comprehensive course for ML enthusiasts to strengthen their command of ML concepts, techniques, and algorithms. {"deviceType":"mobile"} #prodDetails .prodDetTable{table-layout:fixed;border-spacing:0;padding:0}#prodDetails .prodDetLabel{background-color:#F5F5F5;width:35%;color:#666;vertical-align:top}#prodDetails .prodDetSectionEntry{width:50%!important;white-space:normal;word-wrap:break-word}#prodDetails .prodDet-expander-header{float:right}#prodDetails .prodDet-summaryText-visible{display:none}#prodDetails .prodDet-heading-alignment{float:left}#prodDetails .prodDetAttrValue{word-break:break-word}.uilm-section img{display:block;margin:0 auto;min-width:650px}#medslogo_header_web{padding-bottom:0;color:#C60;font-size:medium;font-family:verdana,arial,helvetica,sans-serif}.burj-body #medslogo_header_web{color:#333;font-weight:400;padding-bottom:0;font-size:21px;font-family:arial,verdana,helvetica,sans-serif}#mllStaticLearnMore{padding-left:14px}#mll-tab-divider{padding-top:30px}#medsLegalLogo_feature_div{margin-bottom:14px!important}#energyEfficiencyLabel{display:inline-block;width:50px;height:23px}.energyEfficiencyArrow{position:relative;width:36px;height:22px;margin-right:22px;color:#FFF;text-align:center;line-height:22px;font-size:15px}.energyEfficiencyArrow:after{content:"";position:absolute;left:100%;top:0;width:0;height:0;border-top:11px solid transparent;border-left-width:10px;border-left-style:solid;border-bottom:11px solid transparent}.energyEfficiencySymbol{position:relative;top:-2px}.energyEfficiencyTextPlacement{position:relative;left:2px}.technicalData .h3color,.technicalData font,.technicalData ul{color:#333!important}.technicalData b,.technicalData strong{font-weight:400!important}#dealprice_shippingmessage i.a-icon.a-icon-popover,#ourprice_shippingmessage i.a-icon.a-icon-popover,#saleprice_shippingmessage i.a-icon.a-icon-popover,.buyboxShippingLabel i.a-icon.a-icon-popover{display:none!important} Inoltre, non capisco questa scelta da parte delle case editrici di stampare libri di questo tipo in bianco e nero. The Python ecosystem with scikit-learn and pandas is required for operational machine learning. Yes, you could argue that 24 euros is an excellent price for such a "heavy" book but I wouldnt mind paying 10-15 euros more to have a book printed with decent quality. Reviewed in the United States on January 20, 2020. Packed with clear explanations, visualizations, and working examples, the book covers all the essential machine learning techniques in depth. One buys a book these days because (for some of us at least) printed words and diagrams are a better way to understand and learn than staring at a screen. Updated for TensorFlow 2.0, this new third edition introduces readers to its new Keras API features, as well as the latest additions to scikit-learn. Shipping cost, delivery date, and order total (including tax) shown at checkout. {"widgetSchema":"dp:widget:","dimensionSchema":"dp:dims:"} Downloading, Installing and Starting Python SciPy. Die Druckqualität sowie die Buchbindung sind nur "ausreichend". #pantryInlineUpsellWrapper{display:none}.inu-section{background-color:#EAEDED}.inu-section a{margin-right:6px}.inu-item{display:inline-block;max-width:208px;overflow:hidden;text-overflow:ellipsis;white-space:nowrap}#paw-button-grid{position:relative}#paw-button-spinner{width:100%;height:100%;position:absolute;z-index:999}.twisterPrimePantry{display:none!important}#twister_feature_div .a-icon-prime-pantry{display:none}#twister_bottom_sheet .a-icon-prime-pantry{display:none} Written for developers and data scientists who want to create practical machine learning and deep learning code, this book is ideal for anyone who wants to teach computers how to learn from data. Also, using well-developed and maintained open source software makes machine learning very accessible to a wide audience of experienced programmers, as well as those who are new to programming. It's perfect for junior data scientists who want to refresh their knowledge or touch up on some areas they haven't seen before. AmazonUIPageJS : P).load.js('https://images-na.ssl-images-amazon.com/images/I/11MeGbyYqCL._RC|41p-vaDYPrL.js,31TvpPRfM0L.js,31BIH4OUqyL.js,41XROa2ui6L.js,31VvwSqiJ4L.js,31rly9v821L.js,21KJ58XxAlL.js,219O6ZmDMOL.js,31oAl8dJC2L.js,31RgIqZIscL.js,21+ZHnm+vtL.js,41an5PE9auL.js,21BghVsF57L.js,21TOBQCCRlL.js,31qaKmfdxiL.js,31gQ5YpoP8L.js,311+NUiljjL.js,61s6aE62-zL.js,21HEfEZDi3L.js,21ZbonpQxqL.js,21YblE14ZTL.js,11vP4mbHNqL.js,512KwZxNpBL.js,31wKe4BkxuL.js,01wcltxKR5L.js,41c02o7gZFL.js,41lsoY3OhJL.js,51ZaufBQGUL.js,61IGDDZDF+L.js,31LzaRwlGsL.js,01BDCOuZFIL.js,51D2rQsX1aL.js,01hkseOXj6L.js,01KLVtMsu9L.js,01vAcPDzPEL.js,311A0yCIeJL.js,01iRN5bMQkL.js,51WZQnTXuiL.js,01IC-gBKyYL.js,01XEEGOr+kL.js,31C7Yi+we7L.js,51-yLs43AYL.js,01y8JNON9+L.js,21NF0FpVlLL.js,21BrXqEJNLL.js,01QHXKhSxjL.js,11eR+ycDKDL.js,01smU8QIJrL.js,01-wyMMibUL.js,019MkidFEWL.js,01gsBemrwzL.js,11qajewhV-L.js,41YD13pEeXL.js,51LRUgWckAL.js,112p-GHMqgL.js,31E0yPIOfyL.js,41+koKsvk3L.js,3181TZe9ypL.js,51YAma24x7L.js,216vsE4VlSL.js,41pIp41J4qL.js,11-yA2t0TJL.js,018ZxeiHuPL.js,01L4RhfN6QL.js,01WkIloYPkL.js_.js?AUIClients/DetailPageMobileWebDefaultMetaAsset_asset_segregation&aHV6A4Uy#mobile.us.platform-ios.298267-T1.302390-T1.297130-T1.327990-T1.323516-T1.292695-C.292696-C.328358-T1.316933-T1.317011-T1.312547-T1.287015-T2.239559-T1.306122-T1.312996-C.123392-T1.268789-T1.322640-T1.337041-T1.292706-T1.311866-T1.245574-T1.290490-T1.183962-T1.310834-T1.120926-T1.155175-T1.282319-T1.280998-T1.316487-T1.109378-T1.227612-T1.301499-T1.343645-T1.169593-T1.172044-T1.133003-T1.181563-C'); * To view and modify this theme, visit http://jqueryui.com/themeroller/?ffDefault=Trebuchet%20MS%2CTahoma%2CVerdana%2CArial%2Csans-serif&fwDefault=bold&fsDefault=1.1em&cornerRadius=4px&bgColorHeader=f6a828&bgTextureHeader=gloss_wave&bgImgOpacityHeader=35&borderColorHeader=e78f08&fcHeader=ffffff&iconColorHeader=ffffff&bgColorContent=eeeeee&bgTextureContent=highlight_soft&bgImgOpacityContent=100&borderColorContent=dddddd&fcContent=333333&iconColorContent=222222&bgColorDefault=f6f6f6&bgTextureDefault=glass&bgImgOpacityDefault=100&borderColorDefault=cccccc&fcDefault=1c94c4&iconColorDefault=ef8c08&bgColorHover=fdf5ce&bgTextureHover=glass&bgImgOpacityHover=100&borderColorHover=fbcb09&fcHover=c77405&iconColorHover=ef8c08&bgColorActive=ffffff&bgTextureActive=glass&bgImgOpacityActive=65&borderColorActive=fbd850&fcActive=eb8f00&iconColorActive=ef8c08&bgColorHighlight=ffe45c&bgTextureHighlight=highlight_soft&bgImgOpacityHighlight=75&borderColorHighlight=fed22f&fcHighlight=363636&iconColorHighlight=228ef1&bgColorError=b81900&bgTextureError=diagonals_thick&bgImgOpacityError=18&borderColorError=cd0a0a&fcError=ffffff&iconColorError=ffd27a&bgColorOverlay=666666&bgTextureOverlay=diagonals_thick&bgImgOpacityOverlay=20&opacityOverlay=50&bgColorShadow=000000&bgTextureShadow=flat&bgImgOpacityShadow=10&opacityShadow=20&thicknessShadow=5px&offsetTopShadow=-5px&offsetLeftShadow=-5px&cornerRadiusShadow=5px AmazonUIPageJS : P).load.js('https://images-na.ssl-images-amazon.com/images/I/01uva%2BWpNdL.js?AUIClients/DetailPageMediaMatrixGridAsset'); Ended up uninstalling everything, including my Visual Studio version and put 3.7.6 back on and nothing runs without significant errors. Comparing side-by-side with the print copy of the 2nd edition, it's almost unreadable. The book is very comprehensive, up-to-date, and keeps a nice balance of intuition and mathematical rigor. .sbl-height-transition{transition:height 350ms ease-out;-webkit-transition:height 350ms ease-out;-moz-transition:height 350ms ease-out;-o-transition:height 350ms ease-out}.shopbylook-btf-desktop-row{border:1px solid #f2f2f2;overflow:hidden;width:auto}.mirai-btf-shopbylook-header{display:none;overflow:hidden}.shopbylook-btf-desktop-left-section{border:1px solid #f2f2f2;padding:31px 45px;height:474px;display:block}.shopbylook-btf-desktop-left-section-title{text-align:center;font-size:20px;height:80px;overflow:hidden;width:280px;line-height:25px;color:#2C2C2C;margin:0 -30px;display:flex;align-items:center;justify-content:center}@media screen and (max-width:520px){div.shopbylook-btf-item-box{width:50%}}@media screen and (min-width:521px){div.shopbylook-btf-item-box{width:33.3333%}}.shopbylook-btf-desktop-left-section-image{margin:20px 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