As it relates to finance, this is the most exciting time to adopt a disruptive technology … The first thing people usually think of when applying Machine Learning to finance is to predict the future, usually the future price of an asset. Risk's Quant of the Year (2000), "How does one make sense of todays’ financial markets in which complex algorithms route orders, financial data is voluminous, and trading speeds are measured in nanoseconds? Hi everyone, A group of my friends and I have been working hard on an open-source implementation for the research laid out in the textbook Advances in Financial Machine Learning by Marcos Lopez de Prado, called mlfinlab. background: url("https://images-na.ssl-images-amazon.com/images/G/01/amazonui/loading/loading-4x._V1_.gif") center center no-repeat; {"widgetSchema":"dp:widget:","dimensionSchema":"dp:dims:"} pip install mlfinlab We hope that such a package will have uses in this community. López de Prado's Advances in Financial Machine Learning is essential for readers who want to be ahead of the technology rather than being replaced by it."―Prof. Download for offline reading, highlight, bookmark or take notes while you read Advances in Financial Machine Learning. Machine Learning is the second wave and it will touch every aspect of finance. We have recently released it to the PyPi index . The book is an amazing resource to anyone interested in data science and finance, and it offers valuable insights into how advanced predictive techniques are applied to financial problems. While finance offers up the non-linearities and large data sets upon which ML thrives, it also offers up noisy data and the human element which presently lie beyond the scope of standard ML techniques. Full content visible, double tap to read brief content. David H. Bailey, former Complex Systems Lead, Lawrence Berkeley National Laboratory. Advances in Financial Machine Learning was written for the investment professionals and data scientists at the forefront of this evolution. Preface. He points out that not only are business-as-usual approaches largely impotent in today's high-tech finance, but in many cases they are actually prone to lose money. Please try again. #actionPanel #clippedCoupon.ccx_dpv2.sns_radio_button,#actionPanel #clippedCouponSns.ccx_dpv2.sns_radio_button,#actionPanel #couponSnsWithOneTimeSelected.ccx_dpv2.sns_radio_button,#actionPanel #errorInClipping.ccx_dpv2.sns_radio_button,#actionPanel #unclippedCoupon.ccx_dpv2.sns_radio_button,#actionPanel #unclippedCouponSns.ccx_dpv2.sns_radio_button{display:none}#actionPanel .vpc_clip_error #errorInClipping.ccx_dpv2{display:inline}#actionPanel #couponFeature .a-section{margin-bottom:0}#actionPanel.ap-fresh .regularVpc.vpc_clipped #clippedCoupon.ccx_dpv2.sns_radio_button,#actionPanel.ap-fresh .regularVpc.vpc_unclipped #unclippedCoupon.ccx_dpv2.sns_radio_button,#actionPanel.ap-mom .regularVpc.vpc_clipped #clippedCouponSns.ccx_dpv2.sns_radio_button,#actionPanel.ap-mom .regularVpc.vpc_unclipped #unclippedCouponSns.ccx_dpv2.sns_radio_button,#actionPanel.ap-mom .snsVpc.vpc_clipped #clippedCouponSns.ccx_dpv2.sns_radio_button,#actionPanel.ap-mom .snsVpc.vpc_unclipped #unclippedCouponSns.ccx_dpv2.sns_radio_button,#actionPanel.ap-onetime .regularVpc.vpc_clipped #clippedCoupon.ccx_dpv2.sns_radio_button,#actionPanel.ap-onetime .regularVpc.vpc_unclipped #unclippedCoupon.ccx_dpv2.sns_radio_button,#actionPanel.ap-onetime .snsVpc #couponSnsWithOneTimeSelected.ccx_dpv2.sns_radio_button,#actionPanel.ap-sns .regularVpc.vpc_clipped #clippedCouponSns.ccx_dpv2.sns_radio_button,#actionPanel.ap-sns .regularVpc.vpc_unclipped #unclippedCouponSns.ccx_dpv2.sns_radio_button,#actionPanel.ap-sns .snsVpc.vpc_clipped #clippedCouponSns.ccx_dpv2.sns_radio_button,#actionPanel.ap-sns .snsVpc.vpc_unclipped #unclippedCouponSns.ccx_dpv2.sns_radio_button{display:inline}#actionPanel.ap-pospromo .regularVpc.vpc_clipped #clippedCoupon.ccx_dpv2.sns_radio_button,#actionPanel.ap-pospromo .regularVpc.vpc_clipped.vpc_oneTimeBuy #clippedCoupon.ccx_dpv2.sns_optin,#actionPanel.ap-pospromo .regularVpc.vpc_clipped.vpc_sns #clippedCouponSns.ccx_dpv2.sns_optin,#actionPanel.ap-pospromo .regularVpc.vpc_unclipped #unclippedCoupon.ccx_dpv2.sns_radio_button,#actionPanel.ap-pospromo .regularVpc.vpc_unclipped.vpc_oneTimeBuy #unclippedCoupon.ccx_dpv2.sns_optin,#actionPanel.ap-pospromo .regularVpc.vpc_unclipped.vpc_sns #unclippedCouponSns.ccx_dpv2.sns_optin,#actionPanel.ap-pospromo .snsVpc #couponSnsWithOneTimeSelected.ccx_dpv2.sns_radio_button,#actionPanel.ap-pospromo .snsVpc.vpc_clipped.vpc_oneTimeBuy #couponSnsWithOneTimeSelected.ccx_dpv2.sns_optin,#actionPanel.ap-pospromo .snsVpc.vpc_clipped.vpc_sns #clippedCouponSns.ccx_dpv2.sns_optin,#actionPanel.ap-pospromo .snsVpc.vpc_unclipped.vpc_oneTimeBuy #couponSnsWithOneTimeSelected.ccx_dpv2.sns_optin,#actionPanel.ap-pospromo .snsVpc.vpc_unclipped.vpc_sns #unclippedCouponSns.ccx_dpv2.sns_optin{display:inline}#actionPanel #clickableSnsVpcButton,#actionPanel #clickableVpcButton{font-weight:700}#actionPanel #clippedCoupon.ccx_dpv2.sns_optin,#actionPanel #clippedCouponSns.ccx_dpv2.sns_optin,#actionPanel #couponSnsWithOneTimeSelected.ccx_dpv2.sns_optin,#actionPanel #errorInClipping.ccx_dpv2.sns_optin,#actionPanel #unclippedCoupon.ccx_dpv2.sns_optin,#actionPanel #unclippedCouponSns.ccx_dpv2.sns_optin{display:none}#actionPanel .vpc_clip_error #errorInClipping.ccx_dpv2.sns_optin{display:inline}#actionPanel.ap-onetime .regularVpc.vpc_clipped.vpc_oneTimeBuy #clippedCoupon.ccx_dpv2.sns_optin,#actionPanel.ap-onetime .regularVpc.vpc_clipped.vpc_sns #clippedCouponSns.ccx_dpv2.sns_optin,#actionPanel.ap-onetime .regularVpc.vpc_unclipped.vpc_oneTimeBuy #unclippedCoupon.ccx_dpv2.sns_optin,#actionPanel.ap-onetime .regularVpc.vpc_unclipped.vpc_sns #unclippedCouponSns.ccx_dpv2.sns_optin,#actionPanel.ap-onetime .snsVpc.vpc_clipped.vpc_oneTimeBuy #couponSnsWithOneTimeSelected.ccx_dpv2.sns_optin,#actionPanel.ap-onetime .snsVpc.vpc_clipped.vpc_sns #clippedCouponSns.ccx_dpv2.sns_optin,#actionPanel.ap-onetime .snsVpc.vpc_unclipped.vpc_oneTimeBuy #couponSnsWithOneTimeSelected.ccx_dpv2.sns_optin,#actionPanel.ap-onetime .snsVpc.vpc_unclipped.vpc_sns #unclippedCouponSns.ccx_dpv2.sns_optin{display:inline}#actionPanel #clickableSnsVpcButton.vpc_green_button,#actionPanel #clickableVpcButton.vpc_green_button{border-style:dashed;border-width:1px;border-color:#424242}#actionPanel #clickableSnsVpcButton.vpc_green_button .a-button-inner,#actionPanel #clickableVpcButton.vpc_green_button .a-button-inner{background:#87e36e;background:-moz-linear-gradient(top,#87e36e 0,#38a02b 100%);background:-webkit-gradient(linear,left top,left bottom,color-stop(0,#87e36e),color-stop(100%,#38a02b));background:-webkit-linear-gradient(top,#87e36e 0,#38a02b 100%);background:-o-linear-gradient(top,#87e36e 0,#38a02b 100%);filter:progid:DXImageTransform.Microsoft.gradient( startColorstr='#87e36e', endColorstr='#38a02b', GradientType=0 );background:-ms-linear-gradient(top,#87e36e 0,#38a02b 100%);background:linear-gradient(to bottom,#87e36e 0,#38a02b 100%);-webkit-box-shadow:0 .1rem 0 rgba(121,194,111,.6) inset;box-shadow:0 .1rem 0 rgba(121,194,111,.6) inset}#actionPanel #clickableSnsVpcButton.a-button.vpc_green_button::after,#actionPanel #clickableVpcButton.a-button.vpc_green_button::after{border-style:none!important}#couponBook{text-align:center;word-spacing:100px;border:1px dashed #80A439;width:70px;padding:5px 0;margin-right:12px}.clippedMessage{color:#068310}.cbText{color:#80A439}[class$=errorInClipping],[id$=errorInClipping]{display:none}.couponTable{width:auto}.couponRow{padding-top:4px!important}.couponBadge{color:#fff;font-weight:700;background-color:#e47911;white-space:nowrap}.couponBadge:before{border-bottom:10px solid #e47911}.couponBadge:after{border-top:10px solid #e47911}.autoOverflow{overflow:auto}@media only screen and (min-width:800px){.vpcApplyCoupon{display:inline}}#priceBlockCoupon .vpcApplyCoupon{padding-top:0;padding-left:3.5rem}#priceBlockCoupon .vpcApplyCoupon i{top:0;margin-top:0rem}.vpcApplyCoupon label{display:inline;padding-left:0;margin-left:0;top:0}#vpcButton .a-declarative,#vpcButtonSns .a-declarative,.vpcButton .a-declarative,.vpcButtonSns .a-declarative{position:relative;top:2px}.ccx_dpv2 #vpcButton .a-declarative,.ccx_dpv2 #vpcButtonSns .a-declarative,.ccx_dpv2 .vpcButton .a-declarative,.ccx_dpv2 .vpcButtonSns .a-declarative{position:relative;top:0}.vpcCouponAppliedMark .a-box-inner.a-alert-container{padding-left:22px}.vpcCouponAppliedMark.a-alert-inline .a-icon-alert{display:inherit}#clippedCoupon,#clippedCouponOneTimeBuy,#clippedCouponSns,#oneTimeBuyVpcButton,#snsVpcButton,#unclippedCoupon,#unclippedCouponSns,.clippedCoupon,.clippedCouponOneTimeBuy,.clippedCouponSns,.oneTimeBuyVpcButton,.snsVpcButton,.unclippedCoupon,.unclippedCouponSns{display:none}.vpc_clip_error #errorInClipping,.vpc_clip_error .errorInClipping,.vpc_oneTimeBuy .vpc_clipped.regularVpc #clippedCoupon,.vpc_oneTimeBuy .vpc_clipped.regularVpc #clippedCouponOneTimeBuy,.vpc_oneTimeBuy .vpc_clipped.regularVpc .clippedCoupon,.vpc_oneTimeBuy .vpc_clipped.regularVpc .clippedCouponOneTimeBuy,.vpc_oneTimeBuy .vpc_clipped.snsVpc #clippedCoupon,.vpc_oneTimeBuy .vpc_clipped.snsVpc #clippedCouponOneTimeBuy,.vpc_oneTimeBuy .vpc_clipped.snsVpc .clippedCoupon,.vpc_oneTimeBuy .vpc_clipped.snsVpc .clippedCouponOneTimeBuy,.vpc_oneTimeBuy .vpc_unclipped.regularVpc #oneTimeBuyVpcButton,.vpc_oneTimeBuy .vpc_unclipped.regularVpc #unclippedCoupon,.vpc_oneTimeBuy .vpc_unclipped.regularVpc .oneTimeBuyVpcButton,.vpc_oneTimeBuy .vpc_unclipped.regularVpc .unclippedCoupon,.vpc_oneTimeBuy .vpc_unclipped.snsVpc #oneTimeBuyVpcButton,.vpc_oneTimeBuy .vpc_unclipped.snsVpc #unclippedCoupon,.vpc_oneTimeBuy .vpc_unclipped.snsVpc .oneTimeBuyVpcButton,.vpc_oneTimeBuy .vpc_unclipped.snsVpc .unclippedCoupon,.vpc_sns .vpc_clipped.regularVpc #clippedCouponSns,.vpc_sns .vpc_clipped.regularVpc .clippedCouponSns,.vpc_sns .vpc_clipped.snsVpc #clippedCouponSns,.vpc_sns .vpc_clipped.snsVpc .clippedCouponSns,.vpc_sns .vpc_unclipped.regularVpc #snsVpcButton,.vpc_sns .vpc_unclipped.regularVpc #unclippedCouponSns,.vpc_sns .vpc_unclipped.regularVpc .snsVpcButton,.vpc_sns .vpc_unclipped.regularVpc .unclippedCouponSns,.vpc_sns .vpc_unclipped.snsVpc #snsVpcButton,.vpc_sns .vpc_unclipped.snsVpc #unclippedCouponSns,.vpc_sns .vpc_unclipped.snsVpc .snsVpcButton,.vpc_sns .vpc_unclipped.snsVpc .unclippedCouponSns{display:inline}.standaloneCoupon .couponBadge{vertical-align:middle;margin:0 .7rem 0 0;top:0}.standaloneCoupon .a-size-small{line-height:1!important}.standaloneCoupon.vpc_clip_error [class$=errorInClipping],.standaloneCoupon.vpc_clip_error [id$=errorInClipping],.standaloneCoupon.vpc_clipped #clippedCoupon,.standaloneCoupon.vpc_clipped #clippedCouponOneTimeBuy,.standaloneCoupon.vpc_clipped #clippedCouponSns,.standaloneCoupon.vpc_clipped .clippedCoupon,.standaloneCoupon.vpc_clipped .clippedCouponOneTimeBuy,.standaloneCoupon.vpc_clipped .clippedCouponSns,.standaloneCoupon.vpc_unclipped #oneTimeBuyVpcButton,.standaloneCoupon.vpc_unclipped #snsVpcButton,.standaloneCoupon.vpc_unclipped #unclippedCoupon,.standaloneCoupon.vpc_unclipped #unclippedCouponSns,.standaloneCoupon.vpc_unclipped .oneTimeBuyVpcButton,.standaloneCoupon.vpc_unclipped .snsVpcButton,.standaloneCoupon.vpc_unclipped .unclippedCoupon,.standaloneCoupon.vpc_unclipped .unclippedCouponSns{display:inline-block;margin:0}.standaloneCoupon .vpcApplyCoupon{display:inline-block;padding:0;margin-right:.4rem}.standaloneCoupon .vpcApplyCoupon.a-checkbox *{left:0;margin:0}.standaloneCoupon .vpcApplyCoupon.a-checkbox i{position:relative;margin-right:.4rem}.standaloneCoupon.vpc_unclipped .couponDetailsLink{vertical-align:middle}.standaloneCoupon .vpcCouponAppliedMark{margin:0 .2rem 0 0!important;vertical-align:top}.standaloneCoupon #clippedCouponSns .vpcCouponAppliedMark,.standaloneCoupon .clippedCouponSns .vpcCouponAppliedMark{display:block}.standaloneCoupon.vpc_clipped .couponBadge{float:left}.standaloneCoupon.vpc_clipped #clippedCouponSns,.standaloneCoupon.vpc_clipped .clippedCouponSns{display:block;overflow:hidden}#superleafActionPanel.ap-offer-selector-digital .vpc_oneTimeBuy,#superleafActionPanel.ap-offer-selector-used .vpc_oneTimeBuy{display:none}#superleafActionPanel .couponRow.a-nowrap{width:40px}#superleafActionPanel .couponFeature #clippedCoupon,#superleafActionPanel .couponFeature #errorInClipping,#superleafActionPanel .couponFeature #unclippedCoupon,#superleafActionPanel .couponFeature .clippedCoupon,#superleafActionPanel .couponFeature .errorInClipping,#superleafActionPanel .couponFeature .unclippedCoupon{padding-left:4px}.hideCoupon{display:none}#rrOTCoupon,#rrSNSCoupon{margin-bottom:0}.rrCoupon{margin-top:5px;margin-bottom:0}.aok-hidden+.rrCoupon{margin-top:0!important}.rrCoupon.badge-only{margin-top:0!important}.rrCoupon .couponRow{padding-top:0!important}.rrCoupon .couponFeature{font-weight:400;margin-bottom:1em;margin-top:5px;padding-top:0}.rrCoupon .couponFeature.vpc_unclipped{padding-top:6px!important}.rrCoupon .couponBadge{margin-top:0;opacity:.5}.rrCoupon.move-up{margin-top:-9px}.rrCoupon.no-bottom-margin .couponFeature,.rrCoupon.no-bottom-margin .standaloneCoupon{margin-bottom:0}.rrCoupon.no-bottom-margin .standaloneCoupon #clippedCouponOneTimeBuy{margin-bottom:1rem}.rrCoupon.no-top-margin{margin-top:0}.rrCoupon .couponBadge.solid{opacity:1!important}.a-accordion-active .rrCoupon .couponBadge{opacity:1}.a-accordion-active .rrCoupon .couponBadge.auto-hide{display:none}#actionPanel .rrCoupon .couponFeature{margin-left:0;margin-bottom:0!important}.rrCoupon .standaloneCoupon{padding-left:48px;margin-top:-3px}.rrCoupon.force-spacing .couponFeature{padding-left:25px;margin-top:-7px}.rrCoupon.no-spacing .standaloneCoupon{padding-left:0;margin-top:5px}.rrCoupon .vpcApplyCoupon{display:inline!important}.rrCoupon .vpcApplyCoupon label .a-icon-checkbox{float:left;margin:3px 6px 2rem 0}.rrCoupon .vpcApplyCoupon label .a-checkbox-label{display:inline;padding-left:0} It looks like WhatsApp is not installed on your phone. ―PROF. Redemption links and eBooks cannot be resold. Marcos's insightful book is laden with useful advice to help keep a curious practitioner from going down any number of blind alleys, or shooting oneself in the foot." Managing Director, Point72 Asset Management, "The first wave of quantitative innovation in finance was led by Markowitz optimization. Praise for ADVANCES in FINANCIAL MACHINE LEARNING. #octane-aui-example-id{color:red} Machine learning is the second wave and it will touch every aspect of finance. Concurrently with the management of investments, since 2011 Marcos has been a research fellow at Lawrence Berkeley National Laboratory (U.S. Department of Energy, Office of Science). As it relates to finance, this is the most exciting time to adopt a disruptive technology that will transform how everyone invests for generations. A useful volume for finance and machine learning practitioners alike."―Dr. López de Prado explains how to avoid falling for these common mistakes. Free shipping . .action-buttons{margin-top:25%}.nonacw-label{display:inline-block;margin-bottom:5px}.mbb-checkbox-container{display:table;height:60px;width:100%}.mbb-checkbox-column{display:table-cell;table-layout:fixed;width:60px;vertical-align:middle}.mbb-checkbox-column.a-box{border-top:0;border-bottom:0;border-left:0;border-top-right-radius:0;border-bottom-right-radius:0}.mbb-dead-space-column{display:table-cell;width:0}.mbb-touch-link-column{display:table-cell}.mbb-checkbox{margin-left:13px}.mbb-touch-link{margin:0;border:0;border-top-left-radius:0;border-bottom-left-radius:0}.mbb-touch-link .a-box-inner{padding-left:0;padding-top:0;padding-bottom:0;background-color:transparent!important}.mbb-touch-link-text{display:table-cell;height:100%;vertical-align:middle;padding-top:0;padding-bottom:0}.mbb__mdb{position:relative;background:#008577;padding-left:.5em;color:#fff;white-space:nowrap;max-width:min-content;max-width:-moz-min-content;margin-bottom:.75em}.mbb__mdb:after{content:"";position:absolute;right:0;bottom:0;width:0;height:0;border-right:.5em solid #fff;border-top:.7em solid transparent;border-bottom:.7em solid transparent}.mbb__mdb .mbb__mdbi{display:block;padding-right:3em}#HLCXComparisonWidget_feature_div{margin-right:-1.4rem;margin-left:-1.4rem;clear:both}.cmp-img-container{width:100px;height:100px;margin-left:auto;margin-right:auto}#hlcx_cmp_title_row>.hlcx-cmp-title-col{padding-top:0;padding-left:8px;padding-right:5px}#hlcx_cmp_img_row>td{border-bottom:none}#hlcx_cmp_img_row>td,#hlcx_cmp_title_row>td{border-top:none;border-right:none;border-left:none;background:0 0}#comparison_table_slide_part{overflow-x:auto;width:100%;-webkit-overflow-scrolling:touch!important;-webkit-transform:translate3d(0,0,0)!important}#comparison_table_slide_part::-webkit-scrollbar{display:none}#compairson_table_last_row td{background:0 0;border:none;padding:0;padding-left:5px;padding-right:5px}table.comparison_table{border-top:none;border-left:none}.comparison_table_mobile_image{display:block!important;margin-left:auto!important;margin-right:auto!important}table.comparison_table td.comparison_items_details_column{padding:5px;padding-left:8px;width:20%}table.comparison_table td.comparison_attribute_name_column{background-color:#E0E0E0;padding:5px;padding-left:8px;width:20%}table.comparison_table th.comparison_attribute_name_column{background-color:#E0E0E0;padding:5px;padding-left:8px;width:20%}#comparison_see_more_detail_button{text-align:center;border:.1rem solid #ddd;border-radius:4px}.hlcx_cmp_align_wrapper{padding-left:1.4rem}.hlcx_cmp_table_button{text-align:center}.atc-spinner-position{position:absolute;width:100%;height:100%;z-index:10001;left:0;top:0}.atc-toast-position{position:relative;left:-50%;top:-50%;z-index:10001}.atc-toast-styles{padding:2px 2px;border-radius:10px;text-align:center;background-color:#444c55}.atc-toast-transition{transition-property:padding;transition-duration:.2s;-webkit-transition-property:padding;-webkit-transition-duration:.2s}.atc-toast-progress-styles{width:80px;height:40px}.atc-toast-success-styles{padding:10px 10px}.atc-toast-failure-styles{padding:10px 10px}.atc-toast-container{position:fixed;left:50%;top:50%;z-index:10001}.atc-message-styles{font-size:16px;color:#FFF;font-weight:700;font-family:arial}.udp-stop-scrolling{height:100%;overflow:hidden}.atc-toast-overlay-styles{position:absolute;top:0;left:0;z-index:10000;opacity:.6;height:30000px;background-color:#fff;width:100%}#si-sheet-view-content{height:inherit}@media screen and (orientation:landscape){.si-button-portrait{display:none}}@media screen and (orientation:portrait){.si-button-landscape{display:none}} Advances in Financial Machine Learning crosses the proverbial divide that separates academia and the industry. Machine learning (ML) is changing virtually every aspect of our lives. At the same time, applying those machine learning algorithms to model financial problems would be dangerous. This one-of-a-kind, practical guidebook is your go-to resource of authoritative insight into using advanced ML solutions to overcome real-world investment problems. (window.AmazonUIPageJS ? #digital-dash-create #digital-dash-create-success-message{display:none}#digital-dash-create #digital-dash-create-error-message{display:none}#digital-dash-create.success #digital-dash-create-success-message{display:block}#digital-dash-create.success .digital-dash-create-button{display:none}#digital-dash-create.error #digital-dash-create-error-message{display:block}#digital-dash-create #digital-dash-create-success-changeover .a-changeover-inner{width:25rem;margin-left:-12.5rem}#actionPanel #toggleBuyBox #digital-dash-create-high-prominence .a-button-text.a-text-left{text-align:center!important}.digital-dash-ilm-boundary{margin:-1.2rem -1.4rem 0}.digital-dash-ilm-wrapper{width:320px;height:45px;overflow:hidden;position:relative;margin-right:auto;margin-left:auto;margin-top:-13px}.digital-dash-ilm-button-outer-wrapper{position:absolute;top:10px;right:19px;-webkit-border-radius:43%/100%;-moz-border-radius:43%/100%;-ms-border-radius:43%/100%;border-radius:43%/100%;border:solid #879495 1px;background:#a9b6b7;padding:2px}.digital-dash-ilm-button-image{-webkit-border-radius:43%/100%;-moz-border-radius:43%/100%;-ms-border-radius:43%/100%;border-radius:43%/100%}.digital-dash-ilm-button-wrapper{position:absolute;top:8px;left:83px;background:#eaeded;background:-webkit-linear-gradient(45deg,#eaeded 0,#fff 100%);background:-moz-linear-gradient(45deg,#eaeded 0,#fff 100%);background:linear-gradient(45deg,#eaeded 0,#fff 100%);-webkit-border-radius:50%/50%;-moz-border-radius:50%/50%;-ms-border-radius:50%/50%;border-radius:50%;border:2px solid #ced6d7;width:33%;height:73%}.digital-dash-ilm-text{height:34px;width:146px;margin-top:8px;text-align:right;font-size:13px;line-height:17px}.digital-dash-ilm-text-first-line{color:#3e4546}.digital-dash-ilm-text-second-line{color:#fb0567} Leave a Comment / Data Science, Financial Management. Advances in Financial Machine Learning 作者 : Marcos Lopez de Prado 出版社: John Wiley & Sons 出版年: 2018-2-22 页数: 400 定价: USD 50.00 装帧: Hardcover ISBN: 9781119482086 Today ML algorithms accomplish tasks that until recently only expert humans could perform. Advances in Financial Machine Learning was written for the investment professionals and data scientists at the forefront of this evolution. .discountPillWrapper{margin:0;font-size:13px;line-height:19px;display:inline-block;font-weight:400;cursor:pointer}.discountPillWrapper .pill{display:inline-block;position:relative;background:#ddd;color:#555;min-width:38px;z-index:0;text-align:center}.discountPillWrapper .pill.discountPillLeft{border-radius:10px 0 0 10px;margin-right:8px;padding:1px 2px 0 8px}.discountPillWrapper .pill.discountPillLeft.pillLightUp{background-color:#ffa723;color:#111}.discountPillWrapper .pill.discountPillRight{border-radius:0 10px 10px 0;padding:1px 8px 0 2px}.discountPillWrapper .pill.discountPillRight.pillLightUp{background-color:#ffa723;color:#111}.discountPillWrapper .pill.discountPill{border-radius:10px;padding:1px 8px 0 8px;min-width:42px;background:#ffa723}.discountPillWrapper .discountText{background-color:inherit;color:#111}.discountPillWrapper .discountTextLeft,.discountPillWrapper .discountTextRight{background-color:inherit}.discountPillWrapper .discountTextLeft:after,.discountPillWrapper .discountTextRight:after{position:absolute;top:0;width:10px;height:100%;transform:skew(-20deg);background-color:inherit;content:'';z-index:-1}.discountPillWrapper .discountTextLeft:after{right:-4px}.discountPillWrapper .discountTextRight:after{left:-4px}#onml-new-or-unrecognized-sns-customer-learn-more,#onml-non-tiered-learn-more,#onml-tiered-learn-more,#sns-non-tiered-learn-more,#sns-tiered-learn-more{display:inline-block}#onmlv2FormFields{border:0;padding:0;margin:0;border-collapse:collapse}#pe-fallback-msgbox .a-popover-trigger .a-icon-popover{display:none}.exclusively-prime-signup-button.a-button{border-color:#30718b #2b657c #26586c}.exclusively-prime-signup-button.a-button{background:#49ADD3}.exclusively-prime-signup-button.a-button .a-button-inner{background:#367e9b;background:-moz-linear-gradient(top,#4A8BA5 0,#367E9B 50%,#30718B 100%);background:-webkit-gradient(linear,left top,left bottom,color-stop(0,#4A8BA5),color-stop(.5,#367E9B),color-stop(1,#30718B));background:-webkit-linear-gradient(top,#4A8BA5 0,#367E9B 50%,#30718B 100%);background:-o-linear-gradient(top,#4A8BA5 0,#367E9B 50%,#30718B 100%);background:-ms-linear-gradient(top,#4A8BA5 0,#367E9B 50%,#30718B 100%);background:linear-gradient(to bottom,#4A8BA5 0,#367E9B 50%,#30718B 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#4A8BA5', endColorstr='#30718B', GradientType=0)}.exclusively-prime-signup-button.a-button .a-button-inner{-webkit-box-shadow:0 1px 0 rgba(255,255,255,.15) inset;-moz-box-shadow:0 1px 0 rgba(255,255,255,.15) inset;box-shadow:0 1px 0 rgba(255,255,255,.15) inset}.exclusively-prime-signup-button.a-button .a-button-text{color:#fff}.exclusively-prime-signup-button.a-button:hover{border-color:#2b657c #26586c #204c5d}.exclusively-prime-signup-button.a-button:hover .a-button-inner{background:#30718b;background:-moz-linear-gradient(top,#367E9B 0,#30718B 50%,#2B657C 100%);background:-webkit-gradient(linear,left top,left bottom,color-stop(0,#367E9B),color-stop(.5,#30718B),color-stop(1,#2B657C));background:-webkit-linear-gradient(top,#367E9B 0,#30718B 50%,#2B657C 100%);background:-o-linear-gradient(top,#367E9B 0,#30718B 50%,#2B657C 100%);background:-ms-linear-gradient(top,#367E9B 0,#30718B 50%,#2B657C 100%);background:linear-gradient(to bottom,#367E9B 0,#30718B 50%,#2B657C 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr='#367E9B', endColorstr='#2B657C', GradientType=0)}.exclusively-prime-signup-button.a-button:active{border-color:#26586c #204c5d #204c5d}.exclusively-prime-signup-button.a-button:active .a-button-inner{background:#30718b;background-image:none;filter:none;-webkit-box-shadow:0 1px 3px rgba(0,0,0,.2) inset;-moz-box-shadow:0 1px 3px rgba(0,0,0,.2) inset;box-shadow:0 1px 3px rgba(0,0,0,.2) inset}.a-mom-link-row{padding-left:45px}#snsPitchPrice_feature_div{display:none;visibility:hidden}#priceblock_snsprice_row{display:none;visibility:hidden}#onmlPriceBlockUpsellText{display:none;visibility:hidden}.snsCompactDropdowns{white-space:nowrap}.snsCompactDropdowns .a-dropdown-label{font-weight:700}.momPopoverFooter{border-top:1px solid #CCC;padding-top:10px;margin-top:10px} .amazon-certified-badge-container{margin:0 auto;text-align:left;display:inline-block;min-height:60px;border-top:1px solid #E0E0E0;border-bottom:1px solid #E0E0E0;padding:5px 0 10px 0}.amazon-certified-badge-container .amazon-certified-content-wrapper>.amazon-certified-short-detail{margin-bottom:3px}.amazon-certified-badge-container .amazon-certified-content-wrapper>.amazon-certified-short-detail span{font-size:15px!important}.amazon-certified-badge-container .amazon-certified-logo{width:55px;position:absolute;left:0;overflow:hidden;margin-top:3px}.amazon-certified-badge-container .amazon-certified-content{position:relative;border-radius:0 7px 7px 7px;padding:1% 0 0 0;z-index:1}.amazon-certified-badge-container .amazon-certified-content-wrapper{position:relative;min-height:55px;padding-left:65px;overflow:hidden}.amazon-certified-badge-container .amazon-certified-title{text-transform:uppercase;color:#717C78;margin-right:5px;font-size:13px!important}.amazon-certified-badge-container .amazon-certified-learn-more{color:#57adcb;font-size:13px!important}.amazon-certified-badge-container:hover{cursor:pointer}.amazon-certified-badge-container:hover .amazon-certified-learn-more{text-decoration:underline}.amazon-certified-explanatory-view-header{text-transform:uppercase}.amazon-certified-badge-container{width:100%;max-width:460px;border-top:none;border-bottom:none;padding-bottom:5px}.amazon-certified-badge-container .amazon-certified-content{border-radius:.3rem;border-color:#E0E0E0;border-style:solid;border-width:.1rem;padding:5% 3%!important}.amazon-certified-badge-container .amazon-certified-title{margin-right:5px}.amazon-certified-badge-container .amazon-certified-icon-triangle{margin:7px 0 0 5px}#amazon-certified-sheet-content{border:none}#amazon-certified-sheet-content #amazon-certified-explanatory-view-content{padding-left:.75rem}#amazon-certified-sheet-content .amazon-certified-sheet-header{text-transform:uppercase;margin:3% 0} In it, Marcos Lopez de Prado explains how portfolio managers use machine learning to derive, test and employ trading strategies. DR. MARCOS LÓPEZ DE PRADO is a principal at AQR Capital Management, and its head of machine learning. Then, it shines a light on the nuanced details behind innovative ways to extract informative features from financial data. This one-of-a-kind, practical guidebook is your go-to resource of authoritative insight into using advanced ML solutions to … Campbell Harvey, Duke University. As it relates to finance, this is the most exciting time to adopt a disruptive technology that will transform how everyone invests for generations. 20.3 Single-thread vs. multithreading vs. multiprocessing, 22.2 Regulatory response to the flash crash of 2010, one thought-provoking story most Friday mornings, Applying Second-Order Thinking to Geopolitics, Economics & Technology, China: Dreaming of a Blue-Water Navy (Part 2), one thought-provoking story most Wednesday mornings, 5 Principles I Learnt from Strategy Consulting that Shaped my Career, The Hedgehog and the Fox - How to Think and Change your Mind, Applying Antifragility to Your Personal Life, Mass Movements in the 21st Century - Bitcoin, Terrorism & Social Warriors, Macroeconomics, Geopolitics & Asset Management, Microeconomics, Behavioural Economics & Human Resources, Fundamental Data: be mindful of respecting release and amending dates, Market Data: difficult to process because of huge volume (and cost), Analytics: positive point is that it is somehow a ready-made signal extraction from a raw source, but a negative point is that this extraction might be biased, Alternative Data: produced by individuals, business processes, or sensors. ", 13.5 Numerical Determination of optimal trading rules, 16.2 The problem with convex portfolio optimization, 16.4 From geometric to hierarchical relationships, 16.6 Out-of-sample Monte Carlo simulations, 18.3 The plug-in (or maximum likelihood) estimator, 18.8 A few financial applications of entropy, 19.4 Second generation: strategic trade models, 19.5 Third generation: sequential trade models, 19.6 Additional features from microstructural datasets. .atwr-toast-cover{position:fixed;left:0;top:0;z-index:10000;width:100%;height:100%;background-color:#FFF;opacity:.5}#atwrToastCover{display:none}.atwr-toast-container{position:fixed;left:50%;z-index:10001;top:50%}.atwr-message-box{font-size:16px;color:#fff;font-weight:700;font-family:arial;-webkit-border-radius:10px;border-radius:10px;background-color:#444c55;position:relative;left:-50%;top:0;text-align:center;margin:auto;opacity:1}.atwr-message-box-size{padding:0}.atwr-message-box-size-spinner{transition-property:padding;transition-duration:.2s;-webkit-transition-property:padding;-webkit-transition-duration:.2s}#atwrFailure,#atwrSuccess{display:none}.atwr-spinner-progress{height:45px;width:89px;background:url(https://images-na.ssl-images-amazon.com/images/G/01/udp/mobile/buy-box/atc-spinner.gif) 50% 50% no-repeat}#viewMyBabyRegistryButtonStack{display:none} I highly recommend this exciting book to both prospective students of financial ML and the professors and supervisors who teach and guide them." The author transmits the kind of knowledge that only comes from experience, formalized in a rigorous manner. Today ML algorithms accomplish tasks that until recently only expert humans could perform. I highly recommend this exciting book to both prospective students of financial ML and the professors and supervisors who teach and guide them."―Prof. .sb-checkbox-container{display:table;height:60px;width:100%;margin-top:-18px}.sb-checkbox-column{display:table-cell;table-layout:fixed;width:60px;vertical-align:middle}.sb-checkbox-column.sb-bordered-box{border-top:0;border-bottom:0;border-left:0;border-top-right-radius:0;border-bottom-right-radius:0}.sb-dead-space-column{display:table-cell;width:13px}.sb-touch-link-column{display:table-cell;vertical-align:middle}.sb-checkbox{margin-left:13px}.sb-bordered-box{border:.1rem #ddd solid;border-radius:.4rem}.sb-touch-link{margin:0;border:0;border-top-left-radius:0;border-bottom-left-radius:0}.sb-touch-link .a-box-inner{padding-left:0;padding-top:0;padding-bottom:0;background-color:transparent!important}.sb-touch-link-text{display:table-cell;height:60px;vertical-align:middle;padding:0;height:100%}.sb-section-bottom-padding{padding-bottom:1.3rem} ", 8.3 Feature importance with substitution effects, 8.4 Feature importance without substitution effects, "ML algorithms with always find a pattern, even if that pattern is a statistical fluke. In this book, Lopez de Prado strikes a well-aimed karate chop at the naive and often statistically overfit techniques that are so prevalent in the financial world today. .b2bhawks-quantity-pricing-table-summary-div{border-bottom:1px solid #e7e7e7}.b2bhawks-quantity-pricing-table-summary-table{width:100%}.b2bhawks-quantity-pricing-table-summary-table-td{padding-right:12px;border-right:1px solid #e7e7e7;white-space:nowrap}.b2bhawks-quantity-pricing-table-summary-table-td:nth-child(n+2){padding-left:12px}.b2bhawks-quantity-pricing-table-summary-table-td:last-child{border-right:0;width:100%}.b2bhawks-quantity-pricing-table-summary-emphasized-text{display:none} Advances in Financial Machine learning does a great job in presenting a balanced view on the aspects to keep in mind while using Machine Learning in finance. High Output Management. }); AmazonUIPageJS : P).load.js('https://images-na.ssl-images-amazon.com/images/I/21N466vpziL.js?AUIClients/DetailPageDigitalBulkAssets&uEMxjH7Q#mobile'); As it relates to finance, this is the … Finance Theory Machine Learning. {"userState":"UNSIGNED"} Marcos earned a PhD in financial economics (2003), a second PhD in mathematical finance (2011) from Universidad Complutense de Madrid, and is a recipient of Spain's National Award for Academic Excellence (1999). Machine learning (ML) is changing virtually every aspect of our lives. ", "Backtesting while researching is like drinking and driving. Dr. López de Prado's book is the first one to characterize what makes standard machine learning tools fail when applied to the field of finance, and the first one to provide practical solutions to unique challenges faced by asset managers. Introduction to "Advances in Financial Machine Learning" by Lopez de Prado. As Big Data and increased and more affordable computer power change the landscape, financial companies of all sorts are implementing new technologies. (window.AmazonUIPageJS ? "Data that is hard to store, manipulate, and operate is always the most promising. AmazonUIPageJS : P).when('gestaltCustomizableProductDetailPage').execute(function(){ L�pez de Prado's Advances in Financial Machine Learning is essential for readers who want to be ahead of the technology rather than being replaced by it." There is no 'control group', and you have to wait for true out-of-sample data. Frank Fabozzi, EDHEC Business School. If the backtest fails, start all over. ", ―Dr. Against this background, Dr. López de Prado has written the first comprehensive book describing the application of modern ML to financial modeling. #store-introduction-sheet-widget{font-size:13px;line-height:18px;font-family:"Amazon Ember",Arial,sans-serif}#store-introduction-sheet-widget .a-button{margin-left:12px;margin-right:12px} (window.AmazonUIPageJS ? Advances in Financial Machine Learning - Ebook written by Marcos Lopez de Prado. Aftermath. #WLNEW_section_wlType .a-box{min-height:115px}#WLNEW_section_wlType .type-radio-contents{margin-left:0}#WLNEW_section_wlType .a-icon-radio{vertical-align:top;margin-right:5px;margin-left:-5px}#WLNEW_occ_month{margin-right:10px}.privacy_buttons_margin{margin-left:0!important;margin-bottom:5px!important}.fix-width-x-large{width:293px!important}.fix-width-large{width:150px!important}.atwl-create-content-section-mobile #WLNEW_section_wlType .a-box{min-height:70px}.atwl-create-content-section-mobile #WLNEW_section_wlType .a-radio{padding:0 0 0 3rem}.atwl-create-content-section-mobile #WLNEW_section_wlType .type-radio-contents{padding-bottom:2px}.atwl-create-content-section-mobile #WLNEW_section_wlName .a-button-toggle-group{text-align:left}.atwl-create-content-section-mobile #WLNEW_section_wlName .privacy_buttons_margin{margin:0}.atwl-create-content-section-mobile #WLNEW_section_wlName .a-button-toggle{margin:0 1rem 0 0}.atwl-create-content-section-mobile #WLNEW_section_ideaList textarea{border:2px solid #AAB7B8} He has over 20 years of experience developing investment strategies with the help of machine learning algorithms and supercomputers. Consequently, it is easy to fool yourself, and with the march of Moore's Law and the new machine learning, it's easier than ever. Marcos launched TPT after he sold some of his patents to AQR Capital Management, where he was a principal and AQR’s first head of machine learning. Co-discoverer of the BBP spigot algorithm, "Finance has evolved from a compendium of heuristics based on historical financial statements to a highly sophisticated scientific discipline relying on computer farms to analyze massive data streams in real time. $31.99. Click here to view PDF. #ib-text-links-content .a-button-text{text-transform:uppercase}#ib-text-links-content ul{display:flex;display:-webkit-flex;justify-content:center;-webkit-justify-content:center}#ib-text-links-content ul li:not(:first-child){margin-left:15px}#ib-text-links-content ul li{display:inline-block;padding:6px 0 9px;width:100%;max-width:50%}#ib-text-links-content .a-button-focus{border-color:#ADB1B8 #A2A6AC #8D9096;box-shadow:none;-webkit-box-shadow:none}#ib-text-links-content .a-button{border-color:#0066c0;width:100%}#ib-text-links-content .a-button-inner{background:#fff}#ib-text-links-content .a-button-text{color:#0066c0}.image-wrapper{position:relative}.ar-ib-ingress-container{position:absolute;width:100%;left:0;top:50%;transform:translateY(-50%)}.ar-ib-ingress-overlay{position:absolute;opacity:.6;background:#000;height:100%;width:100%;top:0;left:0}.ar-ib-ingress-container .text-content{color:#FFF}.ar-ib-ingress-btn{width:160px;height:32px}.ar-ib-ingress-btn .a-box-inner{text-align:center;height:30px;vertical-align:middle;display:table-cell}.ar-ib-ingress-btn .icon{padding-left:16px;padding-right:8px;vertical-align:middle}#dyr-ingress-content .a-button-text{text-transform:uppercase}#dyr-ingress-content ul{display:flex;display:-webkit-flex;justify-content:center;-webkit-justify-content:center}#dyr-ingress-content ul li:not(:first-child){margin-left:15px}#dyr-ingress-content ul li{display:inline-block;padding:6px 0 9px;width:100%;max-width:60%}#dyr-ingress-content .a-button-focus{border-color:#ADB1B8 #A2A6AC #8D9096;box-shadow:none;-webkit-box-shadow:none}#dyr-ingress-content .a-button{border-color:#0066c0;width:100%}#dyr-ingress-content .a-button-inner{background:#fff}#dyr-ingress-content .a-button-text{color:#0066c0} Amazon has encountered an error. We will assist with valuable business case studies. Everyone who wants to understand the future of finance should read this book." #wow-twister-spinner { This is a dummy description. Due to its large file size, this book may take longer to download. AmazonUIPageJS : P).when('atf').execute(function(){ "―Landon Downs, President and co-Founder, 1QBit, "Academics who want to understand modern investment management need to read this book. ―PROF. Recently, I got my copy of Advances in Financial Machine Learning by Marcos Lopez de Prado. As it relates to finance, this is the most exciting time to adopt a disruptive technology that will transform how everyone invests for generations. This one-of-a-kind, practical guidebook is your go-to resource of authoritative insight into using advanced ML solutions to … (typeof uet === 'function') && uet("x3") Advances in Financial Machine Learning was written for the investment professionals and data scientists at the forefront of this evolution. "Backtesting is not a research tool. When it comes to the most recent advances in financial Machine Learning, things can get pretty technical. Over the next few years, ML algorithms will transform finance beyond anything we know today. .a-button-stack .twisterButton{margin-bottom:9px}.js-feature-refresh-overlay{top:0;left:0;position:absolute;content:"";bottom:0;right:0;opacity:.75;background-color:#fff;z-index:25;display:block;pointer-events:none}#wow-twister-loading{top:0;left:0;position:absolute;width:100%;height:100%;background-color:#fff;opacity:.8;z-index:25}#wow-twister-spinner{background-size:50px;top:0;left:0;position:absolute;width:100%;height:100%}#wow-twister-loading-dim{background-size:42px;left:50%;width:42px;height:42px}.twister-white-bgcolor{background-color:#fff!important}.aw-twister-row .a-span3{width:26px}.twister_ingress_thumbnail{float:left;margin:0 10px 0 0}.alert_on_unselectedDimensions{display:none;margin:auto;width:100%;color:#dd0202}.twisterButtonSwatchSize{min-height:32px!important;max-height:38px!important;width:38px!important}#twister-ingress-button .twister-ingress-thumbnail{mix-blend-mode:multiply}#twister-ingress-button.twister-ingress-multi-dimension .twister-ingress-last-col{padding-left:15px}#twister-ingress-button.twister-ingress-multi-dimension .twister-ingress-img-container{margin:0 auto 5px auto}#twister-ingress-button.twister-ingress-single-dimension .twister-ingress-last-col.twister-ingress-has-thumbnail{padding-left:10px}#twister-ingress-button.twister-ingress-single-dimension .twister-ingress-last-col.twister-ingress-no-thumbnail{padding-left:15px}#twister-ingress-button .twister-ingress-dimension-list{border-right:1px solid #A2A6AC;padding-right:15px}#twister-ingress-button .twister-ingress-space-between-dimensions{margin-bottom:10px}#twister-ingress-button .twister-ingress-img-container-loading{background-image:url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAeAAAAABCAIAAACJ2epRAAAAcElEQVQ4y43UNxKAQAxDUe5/R+KSc+xpodDXvgt4xrKVpH8ZyrXCKVGlBVRrjdOiTuvRoI3OhGZt0Va0OTs6tFO7Itzag24Hhp7ocGBRWwSICfKdI8BR2ZscUO90CB7Q/m+NggOdU0aArstR5nwL+QW2FB7+RcGzTAAAAABJRU5ErkJggg==);-webkit-animation:loading 1s linear infinite;-moz-animation:loading 1s linear infinite;-ms-animation:loading 1s linear infinite;-o-animation:loading 1s linear infinite;animation:loading 1s linear infinite}#twister-ingress-button .twister-ingress-dim-value{max-height:40px;display:block;display:-webkit-box;display:-moz-box;-webkit-line-clamp:2;-webkit-box-orient:vertical;text-overflow:ellipsis;overflow:hidden}.stacked-dimensions{padding-right:1.3rem;padding-left:1.3rem}.stacked-dimensions .dimension{border:.2rem #9d9d9d solid;border-radius:.5rem}.stacked-dimensions.no-dimensions{border-top:1px solid #e7e7e7;padding:0!important}.stacked-dimensions .dimension .dimension-info{background-color:#e8e8e8!important;display:block;white-space:normal;vertical-align:middle;padding-top:3px;padding-bottom:3px}.stacked-dimensions .dimension .dimension-info div,.stacked-dimensions .dimension .dimension-info span{display:inline-block}.stacked-dimensions .dimension .dimension-label{width:100%}.stacked-dimensions .dimension .dimension-display-container{padding-left:12px;width:100%;text-align:right;vertical-align:middle}.stacked-dimensions .dimension .dimension-display{width:100%}.stacked-dimensions .dimension .dimension-info .a-icon,.stacked-dimensions .dimension .dimension-info .a-link-emphasis:after{display:inline-block;vertical-align:middle}.stacked-dimensions .dimension.singleton .dimension-info .dimension-display{padding-right:5px}.stacked-dimensions .dimension-info .a-box-inner{width:100%}.stacked-dimensions .dimension:first-child .a-box{border-top-left-radius:.4rem;border-top-right-radius:.4rem;border-top-width:.1rem}.stacked-dimensions .dimension .a-box{border-top-width:0rem;border-radius:0rem}.stacked-dimensions .dimension:last-child .a-box{border-bottom-left-radius:.4rem;border-bottom-right-radius:.4rem}.stacked-dimensions .a-size-small.a-color-base.dimension-display{position:absolute;right:3.5rem;top:48%;margin-top:-.7rem}.stacked-dimensions .a-touch-link .a-box-inner{padding:.6rem 3.8rem .6rem 1.7rem}.stacked-dimensions .twisterButtonSwatchSize{min-height:32px!important;min-width:38px!important}.stacked-dimensions .dimension .a-button-inner{background:#e8e8e8!important}.stacked-dimensions .dimension button .dimension-label{width:auto}.a-sheet-lightbox.a-sheet-show{opacity:.6}#twister_bottom_sheet,.dp-sheet-noselect{-webkit-tap-highlight-color:transparent;-webkit-touch-callout:none;-webkit-user-select:none;-khtml-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none}#twister_bottom_sheet{overflow:auto;-webkit-overflow-scrolling:touch;top:0;right:0;bottom:0;left:0;padding-top:10px;position:inherit}.twister-dim-title{margin:0 10px 10px;overflow:hidden;text-overflow:ellipsis}.twister-dim-title .highlight-anim{color:#b12704!important}.twister-scroller{white-space:nowrap;-webkit-overflow-scrolling:touch;padding-bottom:15px;position:relative}.scrollerButtons{min-height:11rem;min-width:16rem}.bottom-sheet-scroller-content{margin:1.3rem 2.1rem 2.1rem 2.1rem;display:inline-block}.bottom-sheet-heading{margin-left:2.1rem}#twister-bottom-sheet-container .mod-t-bs-listitem,#twister-experiment-bottom-sheet-container .mod-t-bs-listitem{margin-right:0;margin-left:0;-webkit-transform:translate3d(0,0,0)}#twister-bottom-sheet-container .mod-t-bs-listitem .a-list-item,#twister-experiment-bottom-sheet-container .mod-t-bs-listitem .a-list-item{display:block;position:relative}#twister-bottom-sheet-container .mod-t-bs-listitem+.mod-t-bs-listitem,#twister-experiment-bottom-sheet-container .mod-t-bs-listitem+.mod-t-bs-listitem{margin-left:10px}#twister-bottom-sheet-container .mod-t-bs-listitem:first-child,#twister-experiment-bottom-sheet-container .mod-t-bs-listitem:first-child{margin-left:15px}#twister-bottom-sheet-container .mod-t-bs-listitem:last-child,#twister-experiment-bottom-sheet-container .mod-t-bs-listitem:last-child{margin-right:10px}#twister-bottom-sheet-container .mod-t-bs-list,#twister-experiment-bottom-sheet-container .mod-t-bs-list{text-align:left}#twister-bottom-sheet-container .mod-t-bs-text-defslot,#twister-experiment-bottom-sheet-container .mod-t-bs-text-defslot{white-space:normal;position:absolute;bottom:0}#twister-bottom-sheet-container .twister-ts,#twister-experiment-bottom-sheet-container .twister-ts{width:140px;margin:0;position:relative}#twister-bottom-sheet-container .twister-ts .a-button-inner,#twister-experiment-bottom-sheet-container .twister-ts .a-button-inner{background-color:#FFF}#twister-bottom-sheet-container .twister-ts .twister-ts-text,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-text{overflow:hidden;text-overflow:ellipsis}#twister-bottom-sheet-container .twister-ts .twister-ts-pp,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp{position:relative}#twister-bottom-sheet-container .twister-ts .twister-ts-pp .a-size-mini,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp .a-size-mini{height:20px;display:block}#twister-bottom-sheet-container .twister-ts .twister-ts-pp #twisterAvailability,#twister-bottom-sheet-container .twister-ts .twister-ts-pp .twister_swatch_price .a-size-mini,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp #twisterAvailability,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp .twister_swatch_price .a-size-mini{color:#008a00;font-size:13px!important;max-height:36px;white-space:normal;display:-webkit-box;display:-moz-box;-webkit-line-clamp:2;-webkit-box-orient:vertical;text-overflow:ellipsis;overflow:hidden;left:0}#twister-bottom-sheet-container .twister-ts .twister-ts-pp .twister_swatch_price,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp .twister_swatch_price{display:block}#twister-bottom-sheet-container .twister-ts .twister-ts-pp .twister_swatch_price.olp-message>span,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp .twister_swatch_price.olp-message>span{position:relative;top:8px;height:auto}#twister-bottom-sheet-container .twister-ts .twister-ts-pp .twister_swatch_price .fancy-price-breakup,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp .twister_swatch_price .fancy-price-breakup{display:inline-block}#twister-bottom-sheet-container .twister-ts .twister-ts-pp .twister_swatch_price .twister_aui_price,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp .twister_swatch_price .twister_aui_price{margin-right:3px}#twister-bottom-sheet-container .twister-ts .twister-ts-pp .twister_swatch_price .price-prefix-message,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp .twister_swatch_price .price-prefix-message{margin-right:5px;vertical-align:middle}#twister-bottom-sheet-container .twister-ts .twister-ts-pp .twister_swatch_price .price-suffix-message,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp .twister_swatch_price .price-suffix-message{margin-left:2px;vertical-align:middle;margin-right:3px}#twister-bottom-sheet-container .twister-ts .twister-ts-pp .twister_swatch_price .price-currency,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp .twister_swatch_price .price-currency{vertical-align:top}#twister-bottom-sheet-container .twister-ts .twister-ts-pp .twister_swatch_price .minor-price,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp .twister_swatch_price .minor-price{margin-right:3px;vertical-align:top}#twister-bottom-sheet-container .twister-ts .twister-ts-pp #twisterAvailability.js-scarcity-or-unavailable-message,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp #twisterAvailability.js-scarcity-or-unavailable-message{color:#b12704!important}#twister-bottom-sheet-container .twister-ts .twister-ts-pp .twister_swatch_price .a-size-mini,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp .twister_swatch_price .a-size-mini{color:#111!important}#twister-bottom-sheet-container .twister-ts .twister-ts-pp .twister_swatch_price .a-size-mini.price_slot_ppu,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp .twister_swatch_price .a-size-mini.price_slot_ppu{font-size:11px!important}#twister-bottom-sheet-container .twister-ts .twister-ts-pp:empty::after,#twister-bottom-sheet-container .twister-ts .twister-ts-pp:empty::before,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp:empty::after,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp:empty::before{content:'--';display:block;color:#767676}#twister-bottom-sheet-container .twister-ts .twister-ts-pp:empty::after,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp:empty::after{position:absolute;bottom:10px}#twister-bottom-sheet-container .twister-ts .twister-ts-pp #ms3slot.new-line-badge,#twister-bottom-sheet-container .twister-ts .twister-ts-pp .badge-slot.new-line-badge,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp #ms3slot.new-line-badge,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp .badge-slot.new-line-badge{display:block}#twister-bottom-sheet-container .twister-ts .twister-ts-pp #ms3slot.new-line-badge .a-icon,#twister-bottom-sheet-container .twister-ts .twister-ts-pp .badge-slot.new-line-badge .a-icon,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp #ms3slot.new-line-badge .a-icon,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp .badge-slot.new-line-badge .a-icon{vertical-align:top}#twister-bottom-sheet-container .twister-ts .twister-ts-pp #ms3slot>div,#twister-bottom-sheet-container .twister-ts .twister-ts-pp .badge-slot>div,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp #ms3slot>div,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp .badge-slot>div{display:inline-block}#twister-bottom-sheet-container .twister-ts::before,#twister-experiment-bottom-sheet-container .twister-ts::before{content:'';display:block;position:absolute;width:100%;height:100%;z-index:1;background-color:transparent;opacity:.09}#twister-bottom-sheet-container .twister-ts .twister-ts-img,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-img{width:120px;height:110px;margin-bottom:10px}#twister-bottom-sheet-container .twister-ts .twister-ts-img img,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-img img{height:100%}#twister-bottom-sheet-container .twister-ts .twister-ts-pp,#twister-bottom-sheet-container .twister-ts .twister-ts-text,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-pp,#twister-experiment-bottom-sheet-container .twister-ts .twister-ts-text{line-height:20px;text-align:left}#twister-bottom-sheet-container .twister-ts .a-button-text,#twister-experiment-bottom-sheet-container .twister-ts .a-button-text{padding:10px}#twister-bottom-sheet-container .twister-ts .image-not-available-box,#twister-experiment-bottom-sheet-container .twister-ts .image-not-available-box{width:120px;height:110px;margin-bottom:10px;display:table}#twister-bottom-sheet-container .twister-ts .image-not-available-box .a-box-inner,#twister-experiment-bottom-sheet-container .twister-ts .image-not-available-box .a-box-inner{white-space:normal;display:table-cell;vertical-align:middle;padding:20px}#twister-bottom-sheet-container .twister-ts-text-swatch .twister-ts,#twister-experiment-bottom-sheet-container .twister-ts-text-swatch .twister-ts{width:auto;min-width:60px}#twister-bottom-sheet-container .twister-ts-text-swatch .twister-ts .twister-ts-text,#twister-experiment-bottom-sheet-container .twister-ts-text-swatch .twister-ts .twister-ts-text{text-align:center;max-width:230px;white-space:normal;display:-webkit-box;display:-moz-box;-webkit-line-clamp:2;-webkit-box-orient:vertical;line-height:20px;vertical-align:middle;font-size:18px;height:25px}#twister-bottom-sheet-container .twister-ts-text-swatch .twister-ts .twister-ts-text.twister-ts-text-vcenter,#twister-experiment-bottom-sheet-container .twister-ts-text-swatch .twister-ts .twister-ts-text.twister-ts-text-vcenter{line-height:45px;text-align:center}#twister-bottom-sheet-container .twister-ts-text-swatch .twister-ts .twister-ts-text:only-child,#twister-experiment-bottom-sheet-container .twister-ts-text-swatch .twister-ts .twister-ts-text:only-child{font-size:15px}#twister-bottom-sheet-container .twister-ts-text-swatch .twister-ts .a-button-text,#twister-experiment-bottom-sheet-container .twister-ts-text-swatch .twister-ts .a-button-text{padding:10px 10px}#twister-bottom-sheet-container .twister-ts-text-swatch .twister-ts .twister-ts-pp .twister_swatch_price .a-size-mini.price_slot_ppu,#twister-experiment-bottom-sheet-container .twister-ts-text-swatch .twister-ts .twister-ts-pp .twister_swatch_price .a-size-mini.price_slot_ppu{font-size:11px!important;line-height:12px!important;height:20px}#twister-bottom-sheet-container .twister-ts-text-swatch.twister-ts-pptext-swatch .twister-ts,#twister-experiment-bottom-sheet-container .twister-ts-text-swatch.twister-ts-pptext-swatch .twister-ts{min-width:140px}#twister-bottom-sheet-container .twister-ts-text-swatch.twister-ts-pptext-swatch .twister-ts .twister-ts-text.twister-ts-text-vcenter,#twister-experiment-bottom-sheet-container .twister-ts-text-swatch.twister-ts-pptext-swatch .twister-ts .twister-ts-text.twister-ts-text-vcenter{line-height:initial;text-align:initial}#twister-bottom-sheet-container .twister-ts-text-swatch.twister-ts-pptext-swatch .twister-ts .a-button-text,#twister-experiment-bottom-sheet-container .twister-ts-text-swatch.twister-ts-pptext-swatch .twister-ts .a-button-text{padding:10px}#twister-bottom-sheet-container .twister-ts-text-swatch.twister-ts-mtext-swatch .twister-ts .twister-ts-text,#twister-experiment-bottom-sheet-container .twister-ts-text-swatch.twister-ts-mtext-swatch .twister-ts .twister-ts-text{height:45px}#twister-bottom-sheet-container .twister-ts-text-swatch.twister-ts-mtext-swatch .twister-ts-text,#twister-bottom-sheet-container .twister-ts-text-swatch.twister-ts-pptext-swatch .twister-ts-text,#twister-experiment-bottom-sheet-container .twister-ts-text-swatch.twister-ts-mtext-swatch .twister-ts-text,#twister-experiment-bottom-sheet-container .twister-ts-text-swatch.twister-ts-pptext-swatch .twister-ts-text{text-align:left}#twister-bottom-sheet-container .t-bs-caption,#twister-experiment-bottom-sheet-container .t-bs-caption{white-space:normal;display:block;display:-webkit-box;display:-moz-box;-webkit-line-clamp:2;-webkit-box-orient:vertical;line-height:20px;max-height:40px;text-overflow:ellipsis;overflow:hidden;text-align:center;position:absolute;width:100%}#twister-bottom-sheet-container .twister-ts-image-swatch .a-button-unavailable:not(.a-button-selected) .twister-ts-img img,#twister-experiment-bottom-sheet-container .twister-ts-image-swatch .a-button-unavailable:not(.a-button-selected) .twister-ts-img img{height:80%;margin-top:10%;opacity:.5;-webkit-animation:unavailable-image .3s;-moz-animation:unavailable-image .3s;-ms-animation:unavailable-image .3s;-o-animation:unavailable-image .3s;animation:unavailable-image .3s}#twister-bottom-sheet-container .a-button-selected .twister-ts-pp .twister_swatch_price .a-size-mini,#twister-experiment-bottom-sheet-container .a-button-selected .twister-ts-pp .twister_swatch_price .a-size-mini{color:#111!important}#twister-bottom-sheet-container .twister-ts .loading-indicator,#twister-experiment-bottom-sheet-container .twister-ts .loading-indicator{padding:5px 0}#twister-bottom-sheet-container .twister-ts .loading-indicator div,#twister-experiment-bottom-sheet-container .twister-ts .loading-indicator div{height:10px;background-image:url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAeAAAAABCAIAAACJ2epRAAAAcElEQVQ4y43UNxKAQAxDUe5/R+KSc+xpodDXvgt4xrKVpH8ZyrXCKVGlBVRrjdOiTuvRoI3OhGZt0Va0OTs6tFO7Itzag24Hhp7ocGBRWwSICfKdI8BR2ZscUO90CB7Q/m+NggOdU0aArstR5nwL+QW2FB7+RcGzTAAAAABJRU5ErkJggg==);-webkit-animation:loading 1s linear infinite alternate;-moz-animation:loading 1s linear infinite alternate;-ms-animation:loading 1s linear infinite alternate;-o-animation:loading 1s linear infinite alternate;animation:loading 1s linear infinite alternate}#twister-bottom-sheet-container .js-auto-select-start .twister-ts.a-button-selected.a-button-unavailable::before,#twister-bottom-sheet-container .js-auto-select-start .twister-ts.a-button-selected::before,#twister-experiment-bottom-sheet-container .js-auto-select-start .twister-ts.a-button-selected.a-button-unavailable::before,#twister-experiment-bottom-sheet-container .js-auto-select-start .twister-ts.a-button-selected::before{background-color:#000}#twister-bottom-sheet-container .js-auto-select .twister-ts.a-button-selected.a-button-unavailable::before,#twister-bottom-sheet-container .js-auto-select .twister-ts.a-button-selected::before,#twister-experiment-bottom-sheet-container .js-auto-select .twister-ts.a-button-selected.a-button-unavailable::before,#twister-experiment-bottom-sheet-container .js-auto-select .twister-ts.a-button-selected::before{-webkit-animation:autoselection-background 2s;-moz-animation:autoselection-background 2s;-ms-animation:autoselection-background 2s;-o-animation:autoselection-background 2s;animation:autoselection-background 2s}@-webkit-keyframes loading{from{background-position:0}to{background-position:100%}}@-moz-keyframes loading{from{background-position:0}to{background-position:100%}}@-ms-keyframes loading{from{background-position:0}to{background-position:100%}}@-o-keyframes loading{from{background-position:0}to{background-position:100%}}@keyframes loading{from{background-position:0}to{background-position:100%}}@-webkit-keyframes autoselection-background{from{background-color:#000}to{background-color:#ff9000}}@-moz-keyframes autoselection-background{from{background-color:#000}to{background-color:#ff9000}}@-ms-keyframes autoselection-background{from{background-color:#000}to{background-color:#ff9000}}@-o-keyframes autoselection-background{from{background-color:#000}to{background-color:#ff9000}}@keyframes autoselection-background{from{background-color:#000}to{background-color:#ff9000}}@-webkit-keyframes unavailable-image{from{height:100%;margin-top:0;opacity:1}to{height:80%;margin-top:10%;opacity:.5}}@-moz-keyframes unavailable-image{from{height:100%;margin-top:0;opacity:1}to{height:80%;margin-top:10%;opacity:.5}}@-ms-keyframes unavailable-image{from{height:100%;margin-top:0;opacity:1}to{height:80%;margin-top:10%;opacity:.5}}@-o-keyframes unavailable-image{from{height:100%;margin-top:0;opacity:1}to{height:80%;margin-top:10%;opacity:.5}}@keyframes unavailable-image{from{height:100%;margin-top:0;opacity:1}to{height:80%;margin-top:10%;opacity:.5}}@-webkit-keyframes unavailable-border{from{border-color:transparent}to{border-color:#BFBFBF}}@-moz-keyframes unavailable-border{from{border-color:transparent}to{border-color:#BFBFBF}}@-ms-keyframes unavailable-border{from{border-color:transparent}to{border-color:#BFBFBF}}@-o-keyframes unavailable-border{from{border-color:transparent}to{border-color:#BFBFBF}}@keyframes unavailable-border{from{border-color:transparent}to{border-color:#BFBFBF}}.twister_swatch_price .a-icon{vertical-align:text-bottom}.twister_swatch_price .a-icon.fresh{vertical-align:initial}.twister_swatch_price .a-icon-wrapper{padding-top:2px}.twister_swatch_price .a-icon-wrapper .a-icon{vertical-align:initial}.js-dummy-default-unselected{height:60px}.js-dummy-defslot-text{height:60px}#twisterAvailability{line-height:18px!important;position:absolute;width:100%}.js-dummy-twister-availability{max-height:36px}#twister-bottom-sheet-container .twister-ts,#twister-experiment-bottom-sheet-container .twister-ts{border-radius:2px;border-color:#BFBFBF;box-shadow:0 1px 0 #A4A4A4}#twister-bottom-sheet-container .twister-ts .a-button-inner,#twister-experiment-bottom-sheet-container .twister-ts .a-button-inner{background:#FFF}#twister-bottom-sheet-container .twister-ts.a-button-selected,#twister-experiment-bottom-sheet-container .twister-ts.a-button-selected{border:1px solid #FFA633;box-shadow:0 1px 0 #D77F2A}#twister-bottom-sheet-container .twister-ts.a-button-selected::before,#twister-experiment-bottom-sheet-container .twister-ts.a-button-selected::before{background-color:#ff9000}#twister-bottom-sheet-container .twister-ts.a-button-selected .a-button-inner,#twister-experiment-bottom-sheet-container .twister-ts.a-button-selected .a-button-inner{box-shadow:none;background-color:transparent}#twister-bottom-sheet-container .twister-ts.a-button-selected .a-button-text,#twister-experiment-bottom-sheet-container .twister-ts.a-button-selected .a-button-text{font-weight:400}#twister-bottom-sheet-container .twister-ts.a-button-selected .a-button-inner:before,#twister-bottom-sheet-container .twister-ts.a-button-selected:after,#twister-experiment-bottom-sheet-container .twister-ts.a-button-selected .a-button-inner:before,#twister-experiment-bottom-sheet-container .twister-ts.a-button-selected:after{display:none}#twister-bottom-sheet-container .twister-ts.a-button-unavailable,#twister-experiment-bottom-sheet-container .twister-ts.a-button-unavailable{box-shadow:none}.js-feature-refresh-overlay{opacity:.5;pointer-events:none}

advances in financial machine learning

You're Welcome And Thank You Too, Classroom Furniture Dwg, Panasonic Lumix Dc-s1r Lenses, How To Cook Fish Skin For Dogs, South America History Facts, Mechanical Design Engineer Salary California, Where To Buy Entenmann's Banana Iced Cake, Wisteria Tunnel Garden In Sydney,