{"id":9983,"date":"2022-09-27T10:29:31","date_gmt":"2022-09-27T14:29:31","guid":{"rendered":"https:\/\/blogs.mathworks.com\/deep-learning\/?p=9983"},"modified":"2024-02-12T20:43:23","modified_gmt":"2024-02-13T01:43:23","slug":"new-ai-examples-in-r2022b","status":"publish","type":"post","link":"https:\/\/blogs.mathworks.com\/deep-learning\/2022\/09\/27\/new-ai-examples-in-r2022b\/","title":{"rendered":"New AI Examples in R2022b"},"content":{"rendered":"There are many new examples for AI in the latest version of MATLAB R2022b. These examples show you how to use the new features, but also guide you in applying machine learning and deep learning to new domains.\r\n<h6><\/h6>\r\nWe have selected few of the newly-published examples below, and grouped them by feature category. To view <em>all<\/em> the new AI features and examples, go to new <a href=\"https:\/\/www.mathworks.com\/help\/stats\/release-notes.html\">machine learning features<\/a> and new <a href=\"https:\/\/www.mathworks.com\/help\/deeplearning\/release-notes.html\">deep learning features<\/a>.\r\n<h6><\/h6>\r\n<table>\r\n<tbody>\r\n<tr>\r\n<td style=\"text-align: center;\">\r\n<h2>Low-Code AI<\/h2>\r\n<\/td>\r\n<td style=\"text-align: center;\">\r\n<h2>AI and Model Training<\/h2>\r\n<\/td>\r\n<td style=\"text-align: center;\">\r\n<h2>Hardware-Aware AI<\/h2>\r\n<\/td>\r\n<\/tr>\r\n<tr>\r\n<td style=\"padding: 10px; border-right: 1px dashed black; text-align: center;\">Use apps to interactively build, train, assess, and compare AI models.<\/td>\r\n<td style=\"padding: 10px; border-right: 1px dashed black; text-align: center;\">Discovery new algorithms for creating AI models with high prediction accuracy.<\/td>\r\n<td style=\"padding: 10px; text-align: center;\">Create, optimize, and deploy AI systems to hardware platforms<\/td>\r\n<\/tr>\r\n<tr>\r\n<td style=\"padding: 10px; border-right: 1px dashed black; text-align: center;\"><a href=\"https:\/\/www.mathworks.com\/help\/deeplearning\/ug\/export-network-from-deep-network-designer-to-simulink.html\">Export Image Classification Network from Deep Network Designer to Simulink<\/a><\/td>\r\n<td style=\"padding: 10px; border-right: 1px dashed black; text-align: center;\"><a href=\"https:\/\/www.mathworks.com\/help\/deeplearning\/ug\/train-network-with-complex-valued-data.html\">Train Network with Complex-Valued Data<\/a><\/td>\r\n<td style=\"padding: 10px; text-align: center;\"><a href=\"https:\/\/www.mathworks.com\/help\/stats\/compress-machine-learning-model-for-memory-limited-hardware.html\">Compress Machine Learning Model for Memory-Limited Hardware<\/a><\/td>\r\n<\/tr>\r\n<tr>\r\n<td style=\"padding: 10px; border-right: 1px dashed black; text-align: center;\"><img decoding=\"async\" loading=\"lazy\" width=\"382\" height=\"284\" class=\"alignnone size-full wp-image-9986\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2022\/09\/ExportImageClassificationNetworkToSimulinkExample.png\" alt=\"\" \/><\/td>\r\n<td style=\"padding: 10px; border-right: 1px dashed black; text-align: center;\"><img decoding=\"async\" loading=\"lazy\" width=\"381\" height=\"287\" class=\"alignnone size-full wp-image-9992\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2022\/09\/TrainNetworkWithComplexValuedSequencesExample_edited.png\" alt=\"\" \/><\/td>\r\n<td style=\"padding: 10px;\"><img decoding=\"async\" loading=\"lazy\" width=\"560\" height=\"420\" class=\"alignnone size-full wp-image-9995\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2022\/09\/CompressMachineLearningModelForMemoryLimitedHardwareExample_05.png\" alt=\"\" \/><\/td>\r\n<\/tr>\r\n<tr>\r\n<td style=\"padding: 10px; border-right: 1px dashed black; text-align: center;\"><a href=\"https:\/\/www.mathworks.com\/help\/stats\/assess-classifier-performance.html\">Visualize and Assess Classifier Performance in Classification Learner<\/a><\/td>\r\n<td style=\"padding: 10px; border-right: 1px dashed black; text-align: center;\"><a href=\"https:\/\/www.mathworks.com\/help\/deeplearning\/ug\/train-bayesian-neural-network.html\">Train Bayesian Neural Network<\/a><\/td>\r\n<td style=\"padding: 10px; text-align: center;\"><a href=\"https:\/\/www.mathworks.com\/help\/stats\/code-generation-for-anomaly-detection.html\">Code Generation for Anomaly Detection<\/a><\/td>\r\n<\/tr>\r\n<tr>\r\n<td style=\"padding: 10px; border-right: 1px dashed black; text-align: center;\"><img decoding=\"async\" loading=\"lazy\" class=\"alignnone wp-image-10007 size-medium\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2022\/09\/Visualize-and-Assess-300x230.png\" alt=\"\" width=\"300\" height=\"230\" \/><\/td>\r\n<td style=\"padding: 10px; border-right: 1px dashed black; text-align: center;\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-10100 aligncenter\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2022\/09\/TrainBayesianNeuralNetworkUsingBayesByBackpropExample-300x287.png\" alt=\"\" width=\"227\" height=\"217\" \/><\/td>\r\n<td style=\"padding: 10px; text-align: center;\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-10103 aligncenter\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2022\/09\/CodeGenerationForAnomalyDetectionExample-300x249.png\" alt=\"\" width=\"239\" height=\"199\" \/><\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n&nbsp;\r\n<h2 style=\"text-align: left;\">AI Applications<\/h2>\r\n<h6><\/h6>\r\nThe following examples are applying machine learning and deep learning techniques to application-specific workflows.\r\n<h6><\/h6>\r\n<table style=\"height: 806px;\" width=\"780\">\r\n<tbody>\r\n<tr>\r\n<td style=\"padding-right: 30px; text-align: left;\"><a href=\"https:\/\/www.mathworks.com\/help\/stats\/predict-battery-soc-using-machine-learning.html\">Predict Battery State of Charge Using Machine Learning<\/a><\/td>\r\n<td style=\"text-align: left;\"><a href=\"https:\/\/www.mathworks.com\/help\/deeplearning\/ug\/brain-mri-segmentation-using-trained-3-d-u-net.html\">Brain MRI Segmentation Using Pretrained 3-D U-Net Network<\/a><\/td>\r\n<\/tr>\r\n<tr>\r\n<td>\r\n<p style=\"text-align: left;\"><img decoding=\"async\" loading=\"lazy\" class=\"alignnone wp-image-10163\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2022\/09\/PredictBatterySOCUsingMachineLearningExample-1-300x250.png\" alt=\"\" width=\"354\" height=\"295\" \/><\/p>\r\n<\/td>\r\n<td>\r\n<p style=\"text-align: left; padding-top: 40px;\"><img decoding=\"async\" loading=\"lazy\" class=\"alignnone wp-image-10166\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2022\/09\/BrainMRISegmentationUsingTrained3DUNetExample-4-300x152.png\" alt=\"\" width=\"349\" height=\"177\" \/><\/p>\r\n<\/td>\r\n<\/tr>\r\n<tr>\r\n<td style=\"padding-right: 30px; text-align: left;\"><a href=\"https:\/\/www.mathworks.com\/help\/deeplearning\/ug\/audio-based-anomaly-detection-for-machine-health-monitoring.html\">Audio-Based Anomaly Detection for Machine Health Monitoring<\/a><\/td>\r\n<td style=\"text-align: left;\"><a href=\"https:\/\/www.mathworks.com\/help\/risk\/explore-fairness-metrics-for-credit-scoring-model.html\">Explore Fairness Metrics for Credit Scoring Model<\/a><\/td>\r\n<\/tr>\r\n<tr>\r\n<td>\r\n<p style=\"text-align: left;\"><img decoding=\"async\" loading=\"lazy\" class=\"alignnone wp-image-10169\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2022\/09\/AudioBasedAnomalyDetectionForMachineHealthMonitoringExample-300x259.png\" alt=\"\" width=\"332\" height=\"287\" \/><\/p>\r\n<\/td>\r\n<td>\r\n<p style=\"text-align: left;\"><img decoding=\"async\" loading=\"lazy\" class=\"wp-image-10094 alignleft\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2022\/09\/ExploreFairnessMetricsForCreditScoringModelExample-1-300x241.png\" alt=\"\" width=\"374\" height=\"301\" \/><\/p>\r\n<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\nI hope you found these examples informative and helpful. Which new AI method or workflow are you most eager to try out for your application? Leave us a comment below.\r\n<h6><\/h6>","protected":false},"excerpt":{"rendered":"<div class=\"overview-image\"><img decoding=\"async\"  class=\"img-responsive\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2022\/09\/ExportImageClassificationNetworkToSimulinkExample.png\" onError=\"this.style.display ='none';\" \/><\/div><p>There are many new examples for AI in the latest version of MATLAB R2022b. These examples show you how to use the new features, but also guide you in applying machine learning and deep learning to... <a class=\"read-more\" href=\"https:\/\/blogs.mathworks.com\/deep-learning\/2022\/09\/27\/new-ai-examples-in-r2022b\/\">read more >><\/a><\/p>","protected":false},"author":156,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[9,57,12],"tags":[],"_links":{"self":[{"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/posts\/9983"}],"collection":[{"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/users\/156"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/comments?post=9983"}],"version-history":[{"count":40,"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/posts\/9983\/revisions"}],"predecessor-version":[{"id":10184,"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/posts\/9983\/revisions\/10184"}],"wp:attachment":[{"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/media?parent=9983"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/categories?post=9983"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/tags?post=9983"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}