Image Classification with AutoKeras

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id="price-3543"> $49.99 </span> </div> <div class="_savings" data-savings-amount="30.00" data-savings-percentage="38"> you save $<span class="_savings-amount">30.00</span> (<span class="_savings-percent">38</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 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var $additionalDiscountCheckboxes = $(".add-to-cart-box .additional-discount-checkbox"); $additionalDiscountCheckboxes.on("change", function(){ $additionalDiscountCheckboxes.prop("checked", this.checked); this.checked ? applyAdditionalDiscountToPrices() : removeAdditionalDiscountFromPrices() }) var documentElement = document.documentElement; $additionalDiscountCheckboxes.each(function(index, additionalDiscountCheckbox) { var $additionalDiscountCheckbox = $(additionalDiscountCheckbox); var clickableCouponPercent = parseFloat($additionalDiscountCheckbox.attr("data-clickable-coupon-percent") || "0"); var $addToCartBox = $additionalDiscountCheckbox.closest(".add-to-cart-box"); $addToCartBox.find("._heading > ._heading-item").each(function (_, headingItem) { var $headingItem = $(headingItem); if($headingItem.attr("data-product-type") === "subscription") { return } var $price = $headingItem.find("._price"); var listPrice = parseFloat($price.attr("data-list-price-usd") || "0"); var 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$additionalDiscountCheckbox.closest(".add-to-cart-box"); $addToCartBox.find("._heading > ._heading-item").each(function (_, headingItem) { var $headingItem = $(headingItem); if($headingItem.attr("data-product-type") == "subscription") { return } var $price = $headingItem.find("._price"); var listPrice = parseFloat($price.attr("data-list-price-usd") || "0"); var currentPrice = parseFloat($price.attr("data-price-usd") || "0"); var $savings = $headingItem.find("._savings"); var initialSavingsAmount = parseFloat($savings.attr("data-savings-amount") || "0"); var initialSavingsPercentage = parseFloat($savings.attr("data-savings-percentage") || "0"); $savings.find("._savings-amount").text(formatAsCurrency(initialSavingsAmount)); $savings.find("._savings-percent").text(initialSavingsPercentage); $price.find("._final-price").text("$" + formatAsCurrency(currentPrice)); if(clickableCouponPercent > 0 && initialSavingsAmount <= 0 && initialSavingsPercentage <= 0){ $price.find(".list-price").remove(); $savings.html(" "); } }); }); } function roundNumber(num){ return Math.round((num + Number.EPSILON) * 100) / 100 } function formatAsCurrency(num){ return (Math.round(num * 100) / 100).toFixed(2); } } $(document).ready(function(){ var $productTypeButtons = $("._product-type-button"); var $headingItems = $("._heading-item"); var $addToCartBoxStandardOfferingsContent = $(".add-to-cart-box ._content"); var $addToCartBoxSubscriptionOfferingsContent = $(".add-to-cart-box ._subscription-content"); var $footer = $(".add-to-cart-box ._footer, .add-to-cart-box ._footer-combo"); initializeForStackedDiscountExperiment(); $(".subscription-info-panel").collapse({toggle: false}) var $subscriptionButtons = $("._buy-pro-subscription-button, ._buy-lite-subscription-button"); $subscriptionButtons.on("click", function(e){ var $target = $(e.currentTarget); var productOfferingId = $target.attr("data-product-offering-id"); if(!productOfferingId){ return; } 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Please try later"); }); }); $productTypeButtons.on("click", function(e) { var $target = $(e.currentTarget); $productTypeButtons.removeClass("selected"); $target.addClass("selected"); if ($target.is("._combo-tab-button")) { $footer.removeClass("hidden"); } else { $footer.addClass("hidden"); } if ($target.is("._subscription-tab-button")) { $(".subscription-info-panel").collapse("show"); $addToCartBoxStandardOfferingsContent.addClass("hidden"); $addToCartBoxSubscriptionOfferingsContent.removeClass("hidden"); if (document.documentElement.classList.contains("exp-stacked-discount-A")) { $(".add-to-cart-box ._footer").addClass("hidden"); } } else { $(".subscription-info-panel").collapse("hide"); $addToCartBoxStandardOfferingsContent.removeClass("hidden"); $addToCartBoxSubscriptionOfferingsContent.addClass("hidden"); if (document.documentElement.classList.contains("exp-stacked-discount-A")) { if ($target.is("._combo-tab-button")) { $(".add-to-cart-box ._footer").addClass("hidden"); } else { $(".add-to-cart-box ._footer").removeClass("hidden"); } } } var productOfferingId = $target.attr("data-product-offering-id"); var productType = $target.attr("data-product-type"); $headingItems.addClass("hidden"); $headingItems.filter("[data-product-offering-id=" + productOfferingId + "]").removeClass("hidden"); $(".add-to-cart-box").attr("data-product-offering-id", productOfferingId); $(".add-to-cart-box").attr("data-product-type", productType); $(".add-to-cart-box").attr("data-addon-offering-id", $target.attr("data-addon-offering-id")); $("._buy-now-button").attr("data-po-id", productOfferingId); if (productType == "print") { $(".add-to-cart-box ._subscription-button").text("save 50% with subscription"); } else { $(".add-to-cart-box ._subscription-button").text("free with subscription"); } }); $(".audio-offering-checkbox").on("change", function (e) { $(".audio-offering-checkbox").prop("checked", $(e.target).prop('checked')); }); $(".add-to-cart-box ._add-to-cart-button").on("click", function (e) { var $target = $(e.currentTarget); var $addToCartBox = $(".add-to-cart-box"); var productOfferingId = $addToCartBox.attr("data-product-offering-id"); if(!productOfferingId){ return } $target.prop("disabled", true); $target.html("adding to cart <i class='fa fa-circle-notch fa-spin'/>"); $(".audio-offering-checkbox").prop("disabled", true); addCurrentProductOfferingToCart( function() { $target.prop("disabled", false); $(".audio-offering-checkbox").prop("disabled", false); $target.text("add to cart") //When the product page is included as an iframe from the cart //send a message to the parent iframe document to update the cart try { if (document.documentElement.classList.contains("cart-iframe")) { window.parent.postMessage("iframe-cart-item-added", "*"); return; } } catch (e) { } document.location.href = "https://www.manning.com/cart" }, function () { $target.prop("disabled", false); $(".audio-offering-checkbox").prop("disabled", false); $target.text("add to cart") } ); }); function addCurrentProductOfferingToCart(successCallback, failureCallback) { var productOfferingId = $(".add-to-cart-box").attr("data-product-offering-id"); var addonOfferingId = $(".add-to-cart-box").attr("data-addon-offering-id"); if(!productOfferingId){ return } var data = { productOfferingId: productOfferingId, quantity: 1 } var $stackedDiscountCheckbox = $(".add-to-cart-box .additional-discount-checkbox"); if($stackedDiscountCheckbox.prop("checked")){ data.stackedDiscount = true; } var $audioOfferingCheckbox = $(".audio-offering-checkbox"); if(addonOfferingId){ data["addOn" + productOfferingId] = addonOfferingId } else if($audioOfferingCheckbox.prop("checked") && $audioOfferingCheckbox.attr("data-product-offering-id")){ data["addOn" + productOfferingId] = $audioOfferingCheckbox.attr("data-product-offering-id"); } $.post({ url: "/cart/addToCart", data: data }).done(successCallback) .fail(failureCallback); } $(".add-to-cart-box ._buy-now-button").on("click", function(e){ var buyNowBtn = $(this); $.getScript("https://js.stripe.com/v3/", function() { var buyNowModalElement = $("#buyNowModal"); buyNowModalElement.load("/ajax/getBuyNowModal?productId=" + buyNowBtn.data("product-id") + "&poId=" + buyNowBtn.data("po-id"), function () { buyNowModalElement.modal("show"); }); }); }); $(".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: "2380", 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=2380" }).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> <div class="product-page-section"> <span class="product-cover-wrapper product-cover visible-xs visible-sm pull-right"> <img class="img-responsive lazyload" loading="lazy" src="https://images.manning.com/264/352/resize/liveProjectSeries/9/38c715a-0c8c-4f66-b440-83d29993877a/ImageClassificationwithAutoKeras.jpg" srcset=" https://images.manning.com/360/480/resize/liveProjectSeries/9/38c715a-0c8c-4f66-b440-83d29993877a/ImageClassificationwithAutoKeras.jpg 360w, https://images.manning.com/264/352/resize/liveProjectSeries/9/38c715a-0c8c-4f66-b440-83d29993877a/ImageClassificationwithAutoKeras.jpg 264w"> </span> <div class="product-page-section first-section"> <p>In this series of liveProjects, you’ll utilize premade machine learning components to help build an image classification AI solution. This automated approach to machine learning—called AutoML—utilizes toolkits and libraries to help streamline and automatically process different parts of the machine learning pipeline. In this series, you’ll utilize the AutoKeras toolkit from the popular Keras deep learning library. Each project in this series covers a different stage of the process of creating an image classifier, from the basics of deep learning through to customizing AutoKeras.</p> </div> <div class="hidden-md hidden-lg"> <a class="btn bnt-block subscriber-link show-for-subscriber-block" style="padding: 1em; font-size: 24.3px;" href="https://liveproject.manning.com/series/2380"> <span class="button-label">go to series</span> </a> </div> <div class="product-page-section help-section"> These projects are designed for learning purposes and are not complete, production-ready applications or solutions. </div> </div> <div class="product-page-section"> <h2>here's what's included</h2> <a name="heres-whats-included" class="anchor"></a> <div class="liveproject-bundle-product"> <div class="liveproject-bundle-product-title visible-xs"> <span class="pre-title">Project 1 </span>Basic Deep Learning </div> <div class="liveproject-bundle-product-inner"> <a href="/liveproject/basic-deep-learning" class="liveproject-bundle-product-cover" target="_blank"> <img class="img-responsive lazyload" loading="lazy" src="https://images.manning.com/263/263/resize/liveProject/3/5f0238f-a969-4ee5-83d0-e3f77e945b6a/665_cover_BasicDeepLearning.jpg" srcset=" https://images.manning.com/526/526/resize/liveProject/3/5f0238f-a969-4ee5-83d0-e3f77e945b6a/665_cover_BasicDeepLearning.jpg 2x, https://images.manning.com/263/263/resize/liveProject/3/5f0238f-a969-4ee5-83d0-e3f77e945b6a/665_cover_BasicDeepLearning.jpg 1x"> </a> <div class="liveproject-bundle-product-description-wrapper"> <div> <div class="liveproject-bundle-product-title hidden-xs"> <a href="/liveproject/basic-deep-learning" target="_blank"> <span class="pre-title">Project 1 </span>Basic Deep Learning </a> </div> <div class="liveproject-bundle-product-description"><p>In this liveProject, you’ll learn and apply some of the basics of deep learning in order to build the foundations of an AutoML image classifier. You’ll discover the basic deep learning models for image classification, and then experiment with tuning the hyperparameters of a convolutional neural network to improve your results.</p></div> </div> <div class="liveproject-bundle-product-purchase-panel"> <a href="/liveproject/basic-deep-learning" class="btn btn-success subscriber-link show-for-subscriber"> learn more </a> <div class="price-body"> <span class="list-price price" data-list-price-usd="19.99" id="list-price-3184">$29.99</span> <span class="price" id="price-3184">$19.99</span> </div> <a href="/promotions?slug=basic-deep-learning&productType=SOLO" class="btn btn-default" data-toggle="tooltip" data-placement="bottom" data-html="true" alt="Add only this liveProject to your cart" title="Add only this liveProject to your cart"> <span class="fas fa-cart-plus"></span> <span class="button-label">add to cart</span> </a> </div> </div> </div> </div> <div class="liveproject-bundle-product"> <div class="liveproject-bundle-product-title visible-xs"> <span class="pre-title">Project 2 </span>Basic API of AutoKeras </div> <div class="liveproject-bundle-product-inner"> <a href="/liveproject/basic-api-of-autokeras" class="liveproject-bundle-product-cover" target="_blank"> <img class="img-responsive lazyload" loading="lazy" src="https://images.manning.com/263/263/resize/liveProject/2/311d71d-c32e-4636-b740-34c4a6d0e835/ImageClassificationwithAutoKerasBasicAPIofAutoKeras.jpg" srcset=" https://images.manning.com/526/526/resize/liveProject/2/311d71d-c32e-4636-b740-34c4a6d0e835/ImageClassificationwithAutoKerasBasicAPIofAutoKeras.jpg 2x, https://images.manning.com/263/263/resize/liveProject/2/311d71d-c32e-4636-b740-34c4a6d0e835/ImageClassificationwithAutoKerasBasicAPIofAutoKeras.jpg 1x"> </a> <div class="liveproject-bundle-product-description-wrapper"> <div> <div class="liveproject-bundle-product-title hidden-xs"> <a href="/liveproject/basic-api-of-autokeras" target="_blank"> <span class="pre-title">Project 2 </span>Basic API of AutoKeras </a> </div> <div class="liveproject-bundle-product-description"><p>In this liveProject, you’ll learn how to use the Task and Functional API of Keras to build an automated deep learning model for image classification. This AutoML approach will allow you to avoid time spent selecting and tuning your deep learning algorithms. You’ll work with the detailed CIFAR dataset of animal images which is easy to access through the TensorFlow Keras API.</p></div> </div> <div class="liveproject-bundle-product-purchase-panel"> <a href="/liveproject/basic-api-of-autokeras" class="btn btn-success subscriber-link show-for-subscriber"> learn more </a> <div class="price-body"> <span class="list-price price" data-list-price-usd="19.99" id="list-price-3185">$29.99</span> <span class="price" id="price-3185">$19.99</span> </div> <a href="/promotions?slug=basic-api-of-autokeras&productType=SOLO" class="btn btn-default" data-toggle="tooltip" data-placement="bottom" data-html="true" alt="Add only this liveProject to your cart" title="Add only this liveProject to your cart"> <span class="fas fa-cart-plus"></span> <span class="button-label">add to cart</span> </a> </div> </div> </div> </div> <div class="liveproject-bundle-product"> <div class="liveproject-bundle-product-title visible-xs"> <span class="pre-title">Project 3 </span>Automate Data Preprocessing </div> <div class="liveproject-bundle-product-inner"> <a href="/liveproject/automate-data-preprocessing" class="liveproject-bundle-product-cover" target="_blank"> <img class="img-responsive lazyload" loading="lazy" src="https://images.manning.com/263/263/resize/liveProject/4/2db8001-28d8-47fb-bcae-8d9ea3376b58/ImageClassificationwithAutoKerasAutomateDataPreprocessing.jpg" srcset=" https://images.manning.com/526/526/resize/liveProject/4/2db8001-28d8-47fb-bcae-8d9ea3376b58/ImageClassificationwithAutoKerasAutomateDataPreprocessing.jpg 2x, https://images.manning.com/263/263/resize/liveProject/4/2db8001-28d8-47fb-bcae-8d9ea3376b58/ImageClassificationwithAutoKerasAutomateDataPreprocessing.jpg 1x"> </a> <div class="liveproject-bundle-product-description-wrapper"> <div> <div class="liveproject-bundle-product-title hidden-xs"> <a href="/liveproject/automate-data-preprocessing" target="_blank"> <span class="pre-title">Project 3 </span>Automate Data Preprocessing </a> </div> <div class="liveproject-bundle-product-description"><p>In this liveProject, you’ll utilize automated machine learning tools to help the data preprocessing and feature engineering for creating an image classification model. You’ll start with the basics of data preprocessing, and then see how useful AutoML solutions can make this process quicker and easier. The rewards are big, as properly preprocessed data can dramatically improve the outcomes of a deep learning project.</p></div> </div> <div class="liveproject-bundle-product-purchase-panel"> <a href="/liveproject/automate-data-preprocessing" class="btn btn-success subscriber-link show-for-subscriber"> learn more </a> <div class="price-body"> <span class="list-price price" data-list-price-usd="19.99" id="list-price-3186">$29.99</span> <span class="price" id="price-3186">$19.99</span> </div> <a href="/promotions?slug=automate-data-preprocessing&productType=SOLO" class="btn btn-default" data-toggle="tooltip" data-placement="bottom" data-html="true" alt="Add only this liveProject to your cart" title="Add only this liveProject to your cart"> <span class="fas fa-cart-plus"></span> <span class="button-label">add to cart</span> </a> </div> </div> </div> </div> <div class="liveproject-bundle-product"> <div class="liveproject-bundle-product-title visible-xs"> <span class="pre-title">Project 4 </span>Automate Pipeline </div> <div class="liveproject-bundle-product-inner"> <a href="/liveproject/automate-pipeline" class="liveproject-bundle-product-cover" target="_blank"> <img class="img-responsive lazyload" loading="lazy" src="https://images.manning.com/263/263/resize/liveProject/d/762c3d4-163e-4661-bb59-39e9e6f982b3/ImageClassificationwithAutoKerasAutomatePipeline.jpg" srcset=" https://images.manning.com/526/526/resize/liveProject/d/762c3d4-163e-4661-bb59-39e9e6f982b3/ImageClassificationwithAutoKerasAutomatePipeline.jpg 2x, https://images.manning.com/263/263/resize/liveProject/d/762c3d4-163e-4661-bb59-39e9e6f982b3/ImageClassificationwithAutoKerasAutomatePipeline.jpg 1x"> </a> <div class="liveproject-bundle-product-description-wrapper"> <div> <div class="liveproject-bundle-product-title hidden-xs"> <a href="/liveproject/automate-pipeline" target="_blank"> <span class="pre-title">Project 4 </span>Automate Pipeline </a> </div> <div class="liveproject-bundle-product-description"><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> <div class="liveproject-bundle-product-purchase-panel"> <a href="/liveproject/automate-pipeline" class="btn btn-success subscriber-link show-for-subscriber"> learn more </a> <div class="price-body"> <span class="list-price price" data-list-price-usd="19.99" id="list-price-3187">$29.99</span> <span class="price" id="price-3187">$19.99</span> </div> <a href="/promotions?slug=automate-pipeline&productType=SOLO" class="btn btn-default" data-toggle="tooltip" data-placement="bottom" data-html="true" alt="Add only this liveProject to your cart" title="Add only this liveProject to your cart"> <span class="fas fa-cart-plus"></span> <span class="button-label">add to cart</span> </a> </div> </div> </div> </div> <div class="liveproject-bundle-product"> <div class="liveproject-bundle-product-title visible-xs"> <span class="pre-title">Project 5 </span>Customize AutoKeras Blocks </div> <div class="liveproject-bundle-product-inner"> <a href="/liveproject/customize-autokeras-blocks" class="liveproject-bundle-product-cover" target="_blank"> <img class="img-responsive lazyload" loading="lazy" src="https://images.manning.com/263/263/resize/liveProject/6/2eef7be-e6a7-4f94-9317-85050edc3e6a/ImageClassificationwithAutoKerasCustomizeAutoKerasBlocks.jpg" srcset=" https://images.manning.com/526/526/resize/liveProject/6/2eef7be-e6a7-4f94-9317-85050edc3e6a/ImageClassificationwithAutoKerasCustomizeAutoKerasBlocks.jpg 2x, https://images.manning.com/263/263/resize/liveProject/6/2eef7be-e6a7-4f94-9317-85050edc3e6a/ImageClassificationwithAutoKerasCustomizeAutoKerasBlocks.jpg 1x"> </a> <div class="liveproject-bundle-product-description-wrapper"> <div> <div class="liveproject-bundle-product-title hidden-xs"> <a href="/liveproject/customize-autokeras-blocks" target="_blank"> <span class="pre-title">Project 5 </span>Customize AutoKeras Blocks </a> </div> <div class="liveproject-bundle-product-description"><p>In this liveProject, you’ll build an AutoKeras block for image classification to help tune a neural network and customize the search space. 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Image Classification with AutoKeras