Automate Pipeline

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changeColorOfExpanderOnDealChange($(event.relatedTarget)); }); // Set the initial color changeColorOfExpanderOnDealChange($("#top-nav-deals .item.active")); $("#top-nav-deals .link-to-banner").on("click", function(e){ var $target = $(e.currentTarget) $.ajax({ url: "/analytics/logUserAction", data: { type: "banner", additionalData: "click-" + $target.attr("href") } }); }); })(jQuery); } </script> <div id="account-sidebar"> <a href="/dashboard" class="account-block"> <div class="icon"> <i class="fas fa-tachometer-alt"></i> </div> <div class="caption"> view your dashboard </div> </a> <a href="/dashboard/details" class="account-block"> <div class="icon"> <i class="far fa-address-card"></i> </div> <div class="caption"> manage account details </div> </a> <a href="https://login.manning.com/logout?service=https://www.manning.com/logout" class="account-block signout-link"> <div class="btn btn-full-width btn-default"> sign out </div> </a> </div> </nav> </header> <script> if (typeof jQuery !== 'undefined') { (function ($) { var lookupTime = new Date().getTime(); var handleDynamicLoad = function(data, status, error) { $("#header-cart-count").text(data['cartCount']).trigger("cart-updated"); if(data['cartCount']){ $("#header-cart-count").addClass("show-cart-count"); $(document.body).addClass("has-items-in-cart"); } else { $(document.body).removeClass("has-items-in-cart"); } if (data['userLoggedIn'] && data['userLoggedIn'] === true) { $(".signout-link").show(); $("body").addClass("logged-in"); $("body").attr("data-user-id", data.userId); if (data['userId']) { $(document).trigger('user-gtm', { userId: data['userId'].toString(), ltke: data['ltke'], firstName: data['firstName']}); } if (data['firstName'] && data['firstName'].length <= 6) { $(".nav-dashboard-button label").text(data['firstName']); } else { $(".nav-dashboard-button label").text("account"); } $(".nav-dashboard-button").addClass("signed-in"); if (data['ltke']) { $(document).trigger('user-log-in-ltk', data['ltke']); localStorage.removeItem('dynamicloadcache'); } $(document).trigger("logged-in"); } else { $(".nav-dashboard-button").removeClass("signed-in"); $(".nav-dashboard-button label").text("sign in"); $(".signout-link").hide(); } if (status !== "cache") { data['timestamp'] = lookupTime; localStorage.setItem('dynamicloadcache', JSON.stringify(data)); } }; var localLoadCache = JSON.parse(localStorage.getItem('dynamicloadcache')); var uncacheablePages = /cart|checkout|dashboard/i; var areSubscriptionsEnabled = "true" == "true"; // 1200000 is a twenty minute cache length. if (localLoadCache === null || lookupTime > (localLoadCache['timestamp'] + 1200000) || document.location.href.match(uncacheablePages)) { // Check to ensure we have a place to put the data so it's not a waste of time if ($("#header-cart-count").length) { $.ajax({url: "/cart/currentCartCount.json", cache: false}) .done(handleDynamicLoad) .fail(handleDynamicLoad); } } else { handleDynamicLoad(JSON.parse(localStorage.getItem('dynamicloadcache')), "cache", null); } $(".nav-browse-button").click(function() { $("body").toggleClass("browse-nav-in"); }); $("#top-nav").on('click', '.nav-dashboard-button', function() { if ($(this).hasClass('signed-in')) { var $accountSidebar = $("#account-sidebar"); var oldHtml = $accountSidebar.html(); var isUserSubscriber = $(document.body).is(".subscription-expired-paused, .subscription-active"); var shouldLoadNewMenu = areSubscriptionsEnabled && isUserSubscriber && loadAndRenderNewMenu && !window.SettingsMenu if(shouldLoadNewMenu){ $accountSidebar.addClass("new"); $accountSidebar.html("<div class='loader-container'><i class='fa fa-circle-notch fa-spin'></i></div>"); } $accountSidebar.toggleClass("drawer-in"); if(isUserSubscriber){ if($accountSidebar.is(".drawer-in")){ $("body").addClass("manning-menu-shown"); } else { $("body").removeClass("manning-menu-shown"); } } if(shouldLoadNewMenu){ loadAndRenderNewMenu(oldHtml) } } else { window.location = '/dashboard/decide'; } }); $(".signout-link").click(function(e) { e.preventDefault(); localStorage.removeItem('dynamicloadcache'); location.href = $(this).attr('href'); }); })(jQuery); } $(document).ready(function() { $.ajax({ url: "/ajax/getSubscriptionStatus" }).done(function (data) { if (!jQuery.isEmptyObject(data) && data['status']) { let subscriptionStatusLoaded = new CustomEvent('subscription-status-loaded', { detail : data }); switch(data['subscriptionOfferingType']){ case "TEAM": case "PRO": $("body").addClass("team-pro-subscriber"); if(data.isSubscriptionOwner){ $("body").addClass("subscription-owner"); } break; } switch(data['status']) { case 'EXPIRED_PAUSED': $("body").addClass("subscription-expired-paused"); break; case 'ACTIVE': case 'PAUSED': case 'TRIAL': $("body").addClass("subscription-active"); $("body").addClass("deals-dismissed"); updateBrowseHeaderForSubscribers(); $(".hide-if-subscription-is-in-cart").remove(); break; case 'CANCELLED': if(data.endDate){ var now = new Date() var endDate = new Date(data.endDate); if(endDate > now){ $("body").addClass("subscription-active"); $("body").addClass("deals-dismissed"); updateBrowseHeaderForSubscribers(); $(".hide-if-subscription-is-in-cart").remove(); break; } } default: $("body").addClass("no-subscription"); } document.dispatchEvent(subscriptionStatusLoaded); } }); var dlc = JSON.parse(localStorage.getItem('dynamicloadcache')); if (dlc && dlc["cartHasSubscription"]) { $(".hide-if-subscription-is-in-cart").remove(); $(".click-if-subscription-is-in-cart").click(); } }); </script> <script> var isLoading = false var profileData = null function loadAndRenderNewMenu(oldHtml){ if(isLoading) { return } var isSourceLoaded = false, isProfileDataLoaded = false getSource().then(function(){ isLoading = false isSourceLoaded = true if(isSourceLoaded && isProfileDataLoaded){ clearTimeout(timer); renderSettingsMenu(); } }).catch(function() { $("#account-sidebar").html(oldHtml); }); getProfileData().then(function(data){ profileData = data isProfileDataLoaded = true if(isSourceLoaded && isProfileDataLoaded){ clearTimeout(timer); renderSettingsMenu(); } if(profileData != null){ $("body").toggleClass("browse-nav-in", (profileData.showBrowseHeader === null || profileData.showBrowseHeader)); } }); var timer = setTimeout(function(){ $("#account-sidebar").html(oldHtml); }, 4000); } function getInitialMenuState(){ return { name: profileData != null ? (profileData.firstName + " " + profileData.lastName) : "", showMenuBar: profileData != null ? (profileData.showBrowseHeader === null ? true : profileData.showBrowseHeader) : true, email: profileData != null ? profileData.email : "", avatarUrl: profileData != null ? profileData.avatarUrl : "" } } function getDeploymentType(){ switch("production"){ case "development": case "test": return SettingsMenu.DeploymentType.dev; case "qa": return SettingsMenu.DeploymentType.qa; case "production": return SettingsMenu.DeploymentType.prod; case "docker": return SettingsMenu.DeploymentType.docker; default: console.error("Unknown deployment environment, defaulting to production"); return SettingsMenu.DeploymentType.prod; } } function renderSettingsMenu(){ SettingsMenu.ReactDOM.render( SettingsMenu.React.createElement( SettingsMenu.ManningMenu, { sourceApp: SettingsMenu.SourceApp.marketplace, deploymentType: getDeploymentType(), avatarUrl: profileData != null ? profileData.avatarUrl : "", initialMenuState: getInitialMenuState(), isSubscriptionTeamOwner: $("body").is(".team-pro-subscriber.subscription-owner"), onMenuStateChange: function (oldState, newState) { if(oldState.showMenuBar != newState.showMenuBar){ $("body").toggleClass("browse-nav-in", newState.showMenuBar); syncShowMenuBar(newState.showMenuBar); } }, onProfile: function () { var profileLink = "/dashboard/details?template=profile" document.location.href = profileLink }, onViewDiscussions: function () { //alert("On discussions"); }, onLogOut: function () { var logoutLink = "https://login.manning.com/logout?service=https://www.manning.com/logout"; document.location.href = logoutLink } } ), $("#account-sidebar")[0] ) } var sourcePromise function getSource(){ if(sourcePromise != null) { return sourcePromise; } return sourcePromise = new Promise(function(resolve, reject){ $.getScript("/assets/settingsMenu/settings-menu-marketplace-a97275e061bfa2000492e182cf132f07.js") .done(resolve) .fail(reject) }) } var profileDataPromise; function getProfileData(){ if(profileDataPromise != null) { return profileDataPromise; } return profileDataPromise = new Promise(function(resolve, reject){ $.get("/userProfile/loadProfile") .done(function(profileData){ localStorage.setItem("showBrowseHeader", profileData.showBrowseHeader == null || profileData.showBrowseHeader); resolve(profileData) }).fail(function(e){ resolve({}) }); }); } function syncShowMenuBar(value){ localStorage.setItem("showBrowseHeader", value); $.post( "/userProfile/storeShowBrowserHeader", { value: value} ).fail(function(e){ console.log("Error when syncing show menu bar") }); } function updateBrowseHeaderForSubscribers(){ $("#browse-nav").html([ '<li><a href="https://subscription.manning.com?show-library">all</a></li>', '<li><a href="https://subscription.manning.com?show-books-library">books</a></li>', '<li><a href="https://subscription.manning.com?show-lv-library">video</a></li>', '<li><a href="https://subscription.manning.com?show-lp-library">projects</a></li>', '<li><a href="https://subscription.manning.com?show-audio" class="nav-liveaudio-button">audio books</a></li>' ].join("")); } (function(){ var showBrowseHeader = localStorage.getItem("showBrowseHeader"); if(showBrowseHeader == null || showBrowseHeader == "true"){ $("body").addClass("browse-nav-in"); } })(); </script> <div class="container content-body base-search-container" style="padding-top: 0; border-bottom: none !important;"> <div class="row"> <div class="col-xs-12"> <div class="row page-search-row"> <div class="col-xs-12 page-search-content-container" style="display:none;"></div> </div> </div> </div> </div> <div id="page-main-content-row" class="page-main-content-row"> <script> function setAnnualTab(){ document.body.classList.remove('show-monthly-subscription-options'); document.body.classList.add('show-annual-subscription-options'); $(".add-to-cart-form .annual-checkbox").each(function(index, element){ element.checked = true; }) } function setMonthlyTab(){ document.body.classList.add('show-monthly-subscription-options'); document.body.classList.remove('show-annual-subscription-options'); $(".add-to-cart-form .annual-checkbox").each(function(index, element){ element.checked = false; }) } document.addEventListener('click', function(event) { if (!event.target.matches('.tabber')) return; if (event.target.matches('.tabber-monthly')) { setMonthlyTab(); } else if (event.target.matches('.tabber-annual')) { setAnnualTab(); } }); if((document.location.search || "").indexOf("annual") >= 0){ setAnnualTab(); } </script> <div class="container-fluid"> <div class="row"> <div class="container"> <div class="row"> <div class="md-grid-container move-cart "> <div class="lx-cell hidden-xs hidden-sm"> <a class="product-cover-wrapper" href="https://liveproject.manning.com/course/668?findPromo=true&origin=product-look-inside" target="_blank"> <div class="product-cover-inner"> <img class="product-cover lazyload" loading="lazy" src="https://images.manning.com/264/352/resize/liveProject/d/762c3d4-163e-4661-bb59-39e9e6f982b3/ImageClassificationwithAutoKerasAutomatePipeline.jpg" srcset=" https://images.manning.com/360/480/resize/liveProject/d/762c3d4-163e-4661-bb59-39e9e6f982b3/ImageClassificationwithAutoKerasAutomatePipeline.jpg 360w, https://images.manning.com/264/352/resize/liveProject/d/762c3d4-163e-4661-bb59-39e9e6f982b3/ImageClassificationwithAutoKerasAutomatePipeline.jpg 264w" sizes=" (min-width: 1170px) 263px, (min-width: 750px) 213px, 213px"/> <div class="click-label"> <div>click to<br />look inside</div> <span class="fas fa-eye"></span> </div> </div> <div class="btn btn-look-inside btn-default look-inside-btn product-look-inside"> <span class="fas fa-eye"></span> Look inside </div> </a> <div id="liveprojectTourLauncher" data-toggle="modal" data-target="#liveprojectTour"> <img src="/assets/tourALiveproject_thumbnail-df05161fcc1fe09cc16d9b66f16c17e2.svg" class="img-responsive"/> </div> <script type="text/javascript"> $(document).ready(function() { const lpTourVid = document.getElementById("liveprojectTourVideo"); $('#liveprojectTour').on('show.bs.modal', function() { lpTourVid.play(); }); $('#liveprojectTour').on('hide.bs.modal', function() { lpTourVid.pause(); }); }); </script>  <div class="modal fade fancy-modal" id="liveprojectTour" tabindex="-1" role="dialog"> <div class="modal-dialog" role="document"> <div class="modal-content"> <div class="modal-body"> <div class="container"> <video id="liveprojectTourVideo" class="tour-liveproject" controls playsinline preload="none" poster="/assets/liveProjectTour_thumbnail-542bc03898730e62e6f1a8bf80bdcdb3.png"> <source src="https://manning-content.s3.amazonaws.com/liveProject/static/tour-a-liveProject.mp4" type="video/mp4"> </video> </div> </div> </div> </div> </div> <div class="share-block"> <a href="https://twitter.com/intent/tweet?text=https%3A%2F%2Fwww.manning.com%2Fliveproject%2Fautomate-pipeline" target="_blank" class="twitter-share fab fa-twitter-square"></a> <a href="https://www.facebook.com/sharer/sharer.php?u=https%3A%2F%2Fwww.manning.com%2Fliveproject%2Fautomate-pipeline" target="_blank" class="facebook-share fab fa-facebook-square"></a> <a href="https://reddit.com/submit?url=https%3A%2F%2Fwww.manning.com%2Fliveproject%2Fautomate-pipeline&title=Automate+Pipeline" target="_blank" class="reddit-share fab fa-reddit-square"></a> <a href="https://www.linkedin.com/shareArticle?mini=true&url=https%3A%2F%2Fwww.manning.com%2Fliveproject%2Fautomate-pipeline&title=Automate+Pipeline" target="_blank" class="linkedin-share fab fa-linkedin"></a> </div> </div> <div class="title-and-meta-cell"> <h1 class="product-title"> Automate Pipeline <span class="wishlist-container"> <a href="/wishList/addItem/2077?productTitle=Automate+Pipeline&slug=automate-pipeline" class="wishlist-toggle wishlist-login far fa-heart" data-product-id="2077" data-toggle="tooltip" title="Add this to your wish list"></a> <span class="wishlist-toggle wishlist-remove fa fa-heart" data-product-id="2077" data-toggle="tooltip" title="Remove this from your wish list"></span> <span class="wishlist-toggle wishlist-add far fa-heart" data-product-id="2077" data-toggle="tooltip" title="Add this to your wish list"></span> </span> <a href="/dashboard" class="ownership-indicator"> you own this product </a> <script> $(document).ready(function() { $.ajax({ url: "/ajax/getWishListDetails" }).done(function (data) { if (!jQuery.isEmptyObject(data) && data['wishlistProductIds']) { $(".wishlist-container").each(function() { if (data.wishlistProductIds.indexOf($(this).find('.wishlist-toggle').data('product-id')) > -1) { $(this).addClass("on-wishlist"); } }); } }); $.ajax({ url: "/ajax/getProductOwnershipDetails?productId=2077" }).done(function (data) { if (!jQuery.isEmptyObject(data)) { if (data['ownership']) { $(".wishlist-container").hide(); $(".ownership-indicator").addClass('owned'); $(document.body).addClass("user-owns-product"); } } }); }); </script> <span class="reading-list-icon-container"> <span class="reading-list-toggle fa" data-product-id="2077" data-toggle="tooltip" title="add to reading list"></span> </span> <script> document.addEventListener("subscription-status-loaded", function(e){ var status = e && e.detail && e.detail['status']; if(status != "ACTIVE" && status != "PAUSED"){ return; } if(window.readingListsServerVars != null){ $(document).ready(function() { var $readingListToggle = $(".reading-list-toggle"); $(document.body).append('<div class="modal fade" id="reading-lists-modal" tabindex="-1" role="dialog"><div class="modal-dialog" role="document"><div class="modal-content"><div class="modal-body"></div></div></div></div>'); $(document.body).append('<div id="reading-list-toast"><i class="fa fa-circle-notch fa-spin"></i> loading reading lists ...</div>'); function adjustReadingListIcon(isInReadingList){ $readingListToggle.toggleClass("fa-plus", !isInReadingList); $readingListToggle.toggleClass("fa-check", isInReadingList); var tooltipMessage = isInReadingList ? "edit in reading lists" : "add to reading list"; $readingListToggle.attr("title", tooltipMessage); $readingListToggle.attr("data-original-title", tooltipMessage); } $.ajax({ url: "/readingList/isInReadingList", data: { productId: 2077 } }).done(function (data) { adjustReadingListIcon(data && data.hasProductInReadingList); }).catch(function(e){ console.log(e); adjustReadingListIcon(false); }); $readingListToggle.on("click", function(){ if(codePromise == null){ showToast() } loadCode().then(function(store){ store.requestReadingListSpecificationForProduct({ id: window.readingListsServerVars.externalId, manningId: window.readingListsServerVars.productId, title: window.readingListsServerVars.title }); ReadingLists.ReactDOM.render( ReadingLists.React.createElement(ReadingLists.ManningOnlineReadingListModal, { store: store, }), document.getElementById("reading-lists-modal") ); }).catch(function(e){ console.log("Error loading code reading list code"); }); }); var codePromise var readingListStore function loadCode(){ if(codePromise) { return codePromise } return codePromise = new Promise(function (resolve, reject){ $.getScript(window.readingListsServerVars.libraryLocation).done(function(){ hideToast() readingListStore = new ReadingLists.ReadingListStore( new ReadingLists.ReadingListProvider( new ReadingLists.ReadingListWebProvider( ReadingLists.SourceApp.marketplace, getDeploymentType() ) ) ); readingListStore.onReadingListChange(handleChange); readingListStore.onReadingListModalChange(handleChange); resolve(readingListStore); }).catch(function(){ hideToast(); console.log("Error downloading reading lists source"); $readingListToggle.css("display", "none"); reject(); }); }); } function handleChange(){ if(readingListStore != null) { adjustReadingListIcon(readingListStore.isInAtLeastOneReadingList({ id: window.readingListsServerVars.externalId, manningId: window.readingListsServerVars.productId })); } } var $readingListToast = $("#reading-list-toast"); function showToast(){ $readingListToast.css("display", "flex"); setTimeout(function(){ $readingListToast.addClass("shown"); }, 16); } function hideToast(){ $readingListToast.removeClass("shown"); setTimeout(function(){ $readingListToast.css("display", "none"); }, 150); } function getDeploymentType(){ switch(window.readingListsServerVars.deploymentType){ case "development": case "test": return ReadingLists.DeploymentType.dev; case "qa": return ReadingLists.DeploymentType.qa; case "production": return ReadingLists.DeploymentType.prod; case "docker": return ReadingLists.DeploymentType.docker; default: console.error("Unknown deployment environment, defaulting to production"); return ReadingLists.DeploymentType.prod; } } }); } }); </script> </h1> <dl class="product-skills dl-horizontal"> <dt class="prerequisites-brief" data-toggle="tooltip" data-placement="top" title="All prerequisite knowledge is covered in the liveProject's resources.">prerequisites</dt> <dd>basic Python, pandas, Matplotlib, NumPy, SciPy, scikit-learn, and deep learning/Keras</dd> <dt>skills learned</dt> <dd>implementing AutoML using the automated data preprocessing API and AutoKeras Task API • customizing sequential and graph-structured AutoML pipelines</dd> </dl> <div class="reviews-and-views"> <a class="star_container MNLP2021249" href="#reviews"></a> </div> <div class="row"> <div class="col-sm-8"> <div class="product-authors"> Xiaotian Han </div> <div class="product-meta">1 week &middot 4-6 hours per week &middot <span class="difficulty" data-toggle="tooltip" data-placement="top" title="liveProject difficulty">INTERMEDIATE</span></div> <div class="product-meta-subscription"><a href="/subscription?source=product-meta-link">Included with a Manning Online subscription</a></div> <div class="tag-block"> <ul class="list-unstyled"> <li><a href="/catalog/sort/sort-by-subject#section-68" class="tag-link"><span>Data Science</span></a></li> <li><a href="/catalog/sort/sort-by-subject#section-50" 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class="list-price price" data-list-price-usd="29.99"> $29.99 </span> <span class="_final-price" id="price-3187"> $19.99 </span> </div> <div class="_savings" data-savings-amount="10.00" data-savings-percentage="33"> you save $<span class="_savings-amount">10.00</span> (<span class="_savings-percent">33</span>%) </div> </div> <div class="_heading-item hidden " data-product-offering-id="4133" data-product-type="with subscription"> <div class="_title">with subscription</div> <div class="_price" data-price-usd="24.99" data-list-price-usd="24.99"> <span class="_final-price" id="price-4133"> $24.99 </span> </div> <div class="_savings" data-savings-amount="0.00" data-savings-percentage="0"> </div> <label class="activate-discount-container"> <input class="additional-discount-checkbox" data-product-type="ALL_ACCESS" type="checkbox" data-clickable-coupon-percent="20"/> <div class="additional-discount-message-container"> <div class="_emphasized">click to save <span 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}); }); }); $(".add-to-cart-box ._subscription-button").on("click", function(e){ var $target = $(e.currentTarget); var productOfferingId = $(".add-to-cart-box").attr("data-product-offering-id"); if(!productOfferingId){ return } $('#subscribeNowInterstitial-' + productOfferingId).addClass('interstitial-in'); $('body').addClass('interstitial-active'); $(document.documentElement ).addClass('interstitial-active'); $("#dismiss-deals-button").click(); $(".audio-offering-checkbox").prop("checked", false); $.ajax({ url: "/analytics/logUserAction", data: { productId: "2077", type: "subscription", additionalData: "product-pageinterstitial-in" } }); }); $("body").on("click", ".interstitial-close", function() { $('body').removeClass('interstitial-active'); $(document.documentElement ).removeClass('interstitial-active'); $('.interstitial-in').removeClass('interstitial-in'); }); $(document.body).addClass("no-two-click-buy"); $.ajax({ url: "/ajax/getBuyNowDetails?productId=2077" }).done(function (data) { $(document.body).removeClass("no-two-click-buy"); if (!jQuery.isEmptyObject(data)) { if ((data['digitalBuyNow'] || data['physicalBuyNow'])) { $(document.body).addClass("has-two-click-buy"); $(".digital-buy-now").show(); } else { $(document.body).addClass("no-two-click-buy"); } userIsLoggedIn = data['userLoggedIn']; } else { $(document.body).addClass("no-two-click-buy"); } }).fail(function(){ $(document.body).addClass("no-two-click-buy"); }); }); </script> <div class="product-page-section"> <a class="product-cover-wrapper product-cover visible-xs visible-sm pull-right" href="https://liveproject.manning.com/course/668?findPromo=true&origin=product-look-inside" target="_blank"> <div class="inset-wrapper"> <img class="actual-cover lazyload" loading="lazy" src="https://images.manning.com/264/352/resize/liveProject/d/762c3d4-163e-4661-bb59-39e9e6f982b3/ImageClassificationwithAutoKerasAutomatePipeline.jpg" srcset=" https://images.manning.com/360/480/resize/liveProject/d/762c3d4-163e-4661-bb59-39e9e6f982b3/ImageClassificationwithAutoKerasAutomatePipeline.jpg 360w, https://images.manning.com/264/352/resize/liveProject/d/762c3d4-163e-4661-bb59-39e9e6f982b3/ImageClassificationwithAutoKerasAutomatePipeline.jpg 264w"/> </div> <div class="btn btn-look-inside btn-default look-inside-btn product-look-inside"> <span class="fas fa-eye"></span> Look inside </div> </a> <div class="product-page-section"> <p>In this liveProject, you’ll implement an AutoML pipeline using the AutoKeras functional API. You’ll make use of the built-in blocks in AutoKeras to conduct automated hyperparameter tuning and model selection for creating an image classification model. Your challenges will include customizing both a sequential AutoML pipeline, and customizing graph-structured AutoML Pipeline.</p> </div> <div class="product-page-section help-section"> This project is designed for learning purposes and is not a complete, production-ready application or solution. </div> </div> </div> <div class="rx-cell new-rx-cell" style="min-height: unset"> <div class="hidden-xs hidden-sm _add-to-cart-box-wrapper"> <div class="add-to-cart-box" data-product-offering-id="3187" data-addon-offering-id="" data-product-type="SOLO"> <div class="_heading"> <div class="_heading-item " data-product-offering-id="3187" data-product-type="project"> <div class="_title">project</div> <div class="_price" data-price-usd="19.99" data-list-price-usd="29.99"> <span id="list-price-3187" class="list-price price" data-list-price-usd="29.99"> $29.99 </span> <span class="_final-price" id="price-3187"> $19.99 </span> </div> <div class="_savings" data-savings-amount="10.00" data-savings-percentage="33"> you save $<span class="_savings-amount">10.00</span> (<span class="_savings-percent">33</span>%) </div> </div> <div class="_heading-item hidden " data-product-offering-id="4133" data-product-type="with subscription"> <div class="_title">with subscription</div> <div class="_price" data-price-usd="24.99" data-list-price-usd="24.99"> <span class="_final-price" id="price-4133"> $24.99 </span> </div> <div class="_savings" data-savings-amount="0.00" data-savings-percentage="0"> </div> <label class="activate-discount-container"> <input class="additional-discount-checkbox" data-product-type="ALL_ACCESS" type="checkbox" data-clickable-coupon-percent="20"/> <div class="additional-discount-message-container"> <div class="_emphasized">click to save <span class="_save-amount-label">$499.80</span> (<span class="_save-percent-label">20%</span>)</div> <div class="_deemphasized">check the box to apply</div> </div> </label> </div> </div> <div class="_content"> <button class="_add-to-cart-button">add to cart</button> <div class="hide-for-subscriber digital-buy-now" style="display: none;"> <button class="_buy-now-button" data-product-id="2077" data-po-id="3187">buy now</button> </div> <div class="_footer hidden"> <div class="_footer-combo hidden"> <div class="shipping-options-label"><a href="/shipping-and-returns#section-shipping-rates" target="_blank">shipping options</a></div> <div><a href="/shipping-and-returns#section-returns-policy" target="_blank">our return/exchange policy</a></div> </div> </div> <button class="_subscription-button hide-for-subscriber">free with subscription</button> </div> <div class="_subscription-content hidden _single-subscription-offering-container"> <button class="_buy-pro-subscription-button" data-product-offering-id="4133">buy pro subscription</button> </div> </div> </div> <script type="text/javascript" src="/assets/recommender/localStorageHelperRecommender-f55e39cc3f3131763b089d6064be0d35.js" ></script> <aside id="suggested-products-wrapper"> <div id="customers-also-bought-static" class="product-side-panel hidden-placeholder"> <div class="panel-heading">customers also bought</div> <div class="product-side-panel-link-container"> <div class="clink"> <a href="/liveproject/automate-pipeline" data-id="2077" data-position="0" data-name="Automate Pipeline" data-category="[com.manning.marketplace.product.Tag@26bec7ee, com.manning.marketplace.product.Tag@8f631cfc]" data-brand="liveProject" data-edition=""> <img class="lazyload" loading="lazy" data-src="https://images.manning.com/264/352/resize/liveProject/d/762c3d4-163e-4661-bb59-39e9e6f982b3/ImageClassificationwithAutoKerasAutomatePipeline.jpg" srcset=" https://images.manning.com/264/352/resize/liveProject/d/762c3d4-163e-4661-bb59-39e9e6f982b3/ImageClassificationwithAutoKerasAutomatePipeline.jpg 264w, https://images.manning.com/192/256/resize/liveProject/d/762c3d4-163e-4661-bb59-39e9e6f982b3/ImageClassificationwithAutoKerasAutomatePipeline.jpg 192w" > </a> </div> <div class="clink"> <a href="/liveproject/automate-pipeline" data-id="2077" data-position="1" data-name="Automate Pipeline" data-category="[com.manning.marketplace.product.Tag@26bec7ee, com.manning.marketplace.product.Tag@8f631cfc]" data-brand="liveProject" data-edition=""> <img class="lazyload" loading="lazy" data-src="https://images.manning.com/264/352/resize/liveProject/d/762c3d4-163e-4661-bb59-39e9e6f982b3/ImageClassificationwithAutoKerasAutomatePipeline.jpg" srcset=" https://images.manning.com/264/352/resize/liveProject/d/762c3d4-163e-4661-bb59-39e9e6f982b3/ImageClassificationwithAutoKerasAutomatePipeline.jpg 264w, https://images.manning.com/192/256/resize/liveProject/d/762c3d4-163e-4661-bb59-39e9e6f982b3/ImageClassificationwithAutoKerasAutomatePipeline.jpg 192w" > </a> </div> <div class="clink"> <a href="/liveproject/automate-pipeline" data-id="2077" data-position="2" data-name="Automate Pipeline" data-category="[com.manning.marketplace.product.Tag@26bec7ee, 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</div> </div> </div> <div class="back-stripe tier-description-section"> <div class="row"> <div class="container"> <div class="col-xs-12"> <div class="product-page-section"> <div class="centered-lp-container"> <h2>project author</h2> <a name="projectAuthors" class="anchor"></a> <div class="product-author-bio product-author-bio-box-has-image"> <div class="product-author-bio-box"> <div class="product-author-name">Xiaotian Han</div> Xiaotian Han is a PhD student at Texas A&M University, where he works in the field of data mining and automated machine learning. He has published several research papers related to data mining and automated machine learning and participated in an open-source package, AutoRec, which is highly based on the AutoKeras. </div> <img class="product-author-bio-img img-circle lazyload" loading="lazy" src="https://s3-us-west-2.amazonaws.com/lx-common-resources/avatars/869170/image_1660078114263.jpg"/> </div> </div> </div> </div> </div> </div> </div> <div class="container-fluid" style="margin-top:36px;"> <div class="row"> <div class="container"> <div class="row"> <div class="col-xs-12"> <div class="centered-lp-container"> <div class="product-page-section"> <h2>prerequisites</h2> <a name="prerequisites" class="anchor"></a> <p>This liveProject is for Python programmers who know the basics of deep learning. To begin this liveProject, you will need to be familiar with the following:</p> <br> TOOLS <ul><li>Basic Python</li> <li>Basic pandas</li> <li>Basic Matplotlib</li> <li>Basic NumPy</li> <li>Basic SciPy</li> <li>Basic scikit-learn</li></ul> TECHNIQUES <ul><li>Basic deep learning/Keras</li> <li>Basics of AutoKeras</li></ul> </div> </div> </div> </div> </div> </div> </div> <div class="back-stripe tier-description-section"> <div class="container"> <div class="row"> <div class="col-xs-12"> <div class="product-page-section"> <div class="centered-lp-container"> <a name="about-solo" class="anchor"></a> <h2><img src="/assets/liveproject-solo-b00e063f686e58ad25b4ea8afc940193.svg" class="about-icon lazyload" loading="lazy"/> features</h2> <dl> <dt>Self-paced</dt> <dd>You choose the schedule and decide how much time to invest as you build your project.</dd> <dt>Project roadmap</dt> <dd>Each project is divided into several achievable steps.</dd> <dt>Get Help</dt> <dd>While within the liveProject platform, get help from other participants and our expert mentors.</dd> <dt>Compare with others</dt> <dd>For each step, compare your deliverable to the solutions by the author and other participants.</dd> <dt>book resources</dt> <dd>Get full access to select books for 90 days. Permanent access to excerpts from Manning products are also included, as well as references to other resources.</dd> </dl> </div> </div> </div> </div> </div> </div> <div class="container-fluid" style="margin-top:36px;"> <div class="row"> <div class="container"> <div class="row"> <div class="col-xs-12"> <div class="centered-lp-container"> <div class="product-page-section table-of-contents standard-contents"> <div class="toc"> <div class="toc-loading-container"> <i class="fa fa-circle-notch fa-spin fa-2x"></i> <a name="toc" class="anchor"></a> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div class="container-fluid"> <div class="row"> <div class="container"> <div class="row"> <div class="col-xs-12"> </div> </div> </div> </div> </div> <div class="container-fluid product-review-container"> <a name="reviews" class="anchor"></a> <div class="row"> <div class="container"> <div class="row" > <div class="col-xs-12"> <div id="shopper_review_page"> <div id="review_header"></div> 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