With an emphasis on … .dpr-sample-images .dpr-anchor,.dpr-summary-widget.dpr-v2 .dpr-anchor{position:relative;top:-50px}.dpr-sample-images hr.bucketDivider,.dpr-summary-widget.dpr-v2 hr.bucketDivider{background:0 0!important;border-top:1px solid #ccc!important;margin-bottom:-36px!important;height:44px!important;border:0}.dpr-sample-images h2,.dpr-summary-widget.dpr-v2 h2{color:#c60!important;font-size:16px!important;margin-bottom:10px}.dpr-sample-images div.dpr-widget-content,.dpr-summary-widget.dpr-v2 div.dpr-widget-content{margin:0 0 25px 20px}#dpreviewSummary_feature_div .dpr-award-container{margin-top:-40px}#dpreviewSummary_feature_div .dpr-award-container img.dpr-award{width:90px}#dpreviewSummary_feature_div .dpr-award-container .a-box-inner{padding:5px;text-align:center}#dpreviewSummary_feature_div .dpr-headshots-container{text-align:center}#dpreviewSummary_feature_div .dpr-headshots-container img.dpr-avatar{margin:0 5px}.dpr-summary-full .dpr-scoring-container .a-meter{height:1.5rem}.dpr-summary-full .dpr-scoring-container .a-meter .a-meter-bar{background-color:#44A0E9;background:-moz-linear-gradient(top,#63b4f2,#44a0e9);background:-webkit-linear-gradient(top,#63b4f2,#44a0e9);background:-webkit-gradient(linear,left top,left bottom,color-stop(0,#63b4f2),color-stop(100%,#44a0e9));background:-o-linear-gradient(top,#63b4f2,#44a0e9);background:-ms-linear-gradient(top,#63b4f2,#44a0e9)}.dpr-sample-images .dpr-gallery-info{margin-bottom:10px;width:1010px}.dpr-sample-images .dpr-gallery-info h3{padding:0;font-size:medium;font-weight:400}.dpr-sample-images .dpr-gallery-info .dpr-info-line a.dpr-see-all-images span.dpr-link-offsite{color:#888}.dpr-sample-images .dpr-gallery-info .dpr-info-line span.dpr-open-originals-tooltip{float:right;color:#888}.dpr-sample-images .dpr-image-grid{position:relative}.dpr-sample-images .dpr-image-grid a.dpr-image{position:absolute;display:block}.dpr-sample-images .dpr-image-grid a.dpr-image img{position:absolute;left:0;top:0}.dpr-sample-images .dpr-image-grid a.dpr-image span.dpr-exif{display:block;position:absolute;left:0;bottom:0;right:0;background-color:#000;background-color:rgba(0,0,0,.75);color:#fff;font-size:9px;padding:2px 4px}.rtings__anchor{position:relative;top:-50px}.rtings__title{color:#e77600;font-size:21px}.rtings__quote{background:#eee;border-radius:5px;position:relative;margin-top:1rem;margin-bottom:3rem}.rtings__quote-badge{background:#fff;border:1px solid #ddd;border-radius:5px;position:absolute;top:-1rem;bottom:-1rem;left:1rem;width:17rem;margin-bottom:0}.rtings__quote-badge-inner{position:absolute;height:56px;margin-top:-28px;top:50%;width:16rem;margin-left:-7rem;left:50%}.rtings__quote-badge-image{display:inline-block;height:56px}.rtings__quote-badge-text{display:inline-block;font-size:.8rem;line-height:1.2em;font-weight:700;padding-top:.8rem}.rtings__quote-text{margin-left:19.5rem;padding:1rem}.rtings__quote-mark{font-family:Georgia;font-size:2.5em;line-height:1px;vertical-align:-11px;color:#555}.rtings__quote-mark--open{position:absolute;left:-1rem;top:12px}.rtings__header{font-weight:700}.rtings__score-meter{min-width:100px}.rtings__rating-row:first-child .rtings__rating-name,.rtings__rating-row:first-child .rtings__rating-score{font-size:1.2em;font-weight:700}.rtings__right-col{margin-top:1rem}.rtings__right-col .a-box-group{max-width:500px}.rtings__aspect-ratio{position:relative;width:100%;height:0;padding-bottom:56%}.rtings__aspect-ratio iframe{position:absolute;width:100%;height:100%;left:0;top:0}.rtings__score-meter--mobile{min-width:10rem}.rtings__score-meter--mobile .a-meter{height:2rem}table.rtings__compact-table--mobile tr td{padding-left:0}table.rtings__compact-table--mobile tr td:last-child{padding-right:0} Apache Spark is a unified computing engine and a set of libraries for parallel data processing on computer clusters. Publisher: Shroff/O’Reilly You’ll explore the basic operations and common functions of Spark’s structured APIs, as well as Structured Streaming, a new high-level API for building end-to-end streaming applications. .glow-widget-top{min-height:40px;background-color:#f8f8f8;margin:-12px -14px 12px;overflow:hidden;z-index:100}.glow-icon{background:url(data:image/png;base64,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) no-repeat;background-size:14px 19px;-webkit-background-size:14px 19px;width:14px;height:19px;margin:10px 10px 10px 14px}.glow-row-1{margin-top:1px}.glow-row-2{margin-top:-4px}.glow-ingress-link-color{color:#333}.glow-city-label{overflow-x:hidden;text-overflow:ellipsis;max-width:68%}.glow-icon-bottom{margin:3px 10px 0 0}#contextualIngressPt{cursor:pointer;display:flex}#contextualIngressPt #contextualIngressPtLabel.cip-a-size-small{font-size:12px!important;line-height:1.5!important}#contextualIngressPt #contextualIngressPtLabel.cip-a-size-mini{font-size:12px!important;line-height:1.5!important}#contextualIngressPtPin{min-width:16px;height:14px;float:left;background-image:url(https://m.media-amazon.com/images/G/01/AUIClients/DeliveryStaticPackard-pin_desktop_1x-c944b6819f9e5642fdfd4ff3d1109d60d66d8f87._V2_.png);background-repeat:no-repeat;background-size:auto;background-position:center;margin-right:5px;margin-top:2px}@media only screen and (-webkit-min-device-pixel-ratio:2),only screen and (min-resolution:192dpi),only screen and (min-resolution:2dppx){#contextualIngressPtPin{background-image:url(https://m.media-amazon.com/images/G/01/AUIClients/DeliveryStaticPackard-pin_desktop_2x-180f59a1b475c745a0ed67623d406c57aa5d0392._V2_.png);background-size:contain}#contextualIngressPtPinMobile{background-image:url(https://m.media-amazon.com/images/G/01/AUIClients/DeliveryStaticPackard-pin_mobile_2x-5cdcc5e9083b2302421c35dc6914580cc3074087._V2_.png);background-size:contain}}#contextualIngressPtMobileApp{display:table}#contextualIngressPtPinMobile{min-width:16px;height:20px;float:left;background-image:url(https://m.media-amazon.com/images/G/01/AUIClients/DeliveryStaticPackard-pin_mobile_1x-411d9ad241152b8c2362b94bce39debd899ad411._V2_.png);background-repeat:no-repeat;background-size:auto;background-position:center;margin-bottom:1px;margin-right:6px}#contextualIngressPtMobileApp #contextualIngressPtPinMobile{width:16px;height:20px;float:left;background-image:url(https://m.media-amazon.com/images/G/01/AUIClients/DeliveryStaticPackard-pin_mobile_1x-411d9ad241152b8c2362b94bce39debd899ad411._V2_.png);background-repeat:no-repeat;background-size:auto;background-position:center;margin-bottom:1px;margin-right:6px;display:table-cell}#contextualIngressPtMobileApp #contextualIngressPtLabel{display:table-cell;vertical-align:middle} at the top of my list for anyone needing a gentle guide … (window.AmazonUIPageJS ? This is the central repository for all materials related to Spark: The Definitive Guide by Bill Chambers and Matei Zaharia. Preface Welcome to this first edition of Spark: The Definitive Guide! .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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.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} Get a gentle overview of big data and Spark, Learn about DataFrames, SQL, and Datasets—Spark’s core APIs—through worked examples, Dive into Spark’s low-level APIs, RDDs, and execution of SQL and DataFrames, Debug, monitor, and tune Spark clusters and applications, Learn the power of Structured Streaming, Spark’s stream-processing engine, Learn how you can apply MLlib to a variety of problems, including classification or recommendation. Over the past few months, I've had the chance to work through three related books in the following order: "Spark: The Definitive Guide" (2018), "High Performance Spark: Best Practices for Scaling and Optimizing Apache Spark… 30 Day Replacement Guarantee. 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