{"id":1292,"date":"2019-03-27T04:59:57","date_gmt":"2019-03-27T04:59:57","guid":{"rendered":"https:\/\/blogs.mathworks.com\/deep-learning\/?p=1292"},"modified":"2021-04-06T15:51:06","modified_gmt":"2021-04-06T19:51:06","slug":"whats-new-r2019a-examples","status":"publish","type":"post","link":"https:\/\/blogs.mathworks.com\/deep-learning\/2019\/03\/27\/whats-new-r2019a-examples\/","title":{"rendered":"What&#8217;s New R2019a: Examples"},"content":{"rendered":"Hi Everyone! Welcome to R2019a. A new version of MATLAB is available now! I'd like to walk through a few of the new deep learning <strong>examples<\/strong>.\r\n<h6><\/h6>\r\nI categorized the new examples based on their application area.This was a great release for examples, and I guarantee there is something for everyone in this list. Check them out and let me know what you think.\r\n<h6><\/h6>\r\n<span style=\"font-size: 16px; color: #92a8d1;\">Image Processing and Computer Vision Examples<\/span>\r\n\r\n&nbsp;\r\n<table style=\"margin-left: auto; margin-right: auto;\"><!-- this centers the table -->\r\n<tbody>\r\n<tr>\r\n<td style=\"padding: 10px 4px; text-align: center; border: 1px solid; border-color: #92a8d1;\"><a href=\"https:\/\/www.mathworks.com\/help\/deeplearning\/examples\/segment-3d-brain-tumor-using-deep-learning.html\"><span style = \"font-size:14px;\">3-D Brain Tumor Segmentation Using Deep Learning<\/span><\/a><\/td>\r\n<td style=\"padding: 10px 4px;\"><\/td>\r\n<td style=\"padding: 10px 4px; text-align: center; border: 1px solid; border-color: #92a8d1;\"><a href=\"https:\/\/www.mathworks.com\/help\/releases\/R2019a\/deeplearning\/examples\/image-to-image-regression-using-deep-learning.html\"><span style = \"font-size:14px;\">Image-to-Image Regression*<\/span><\/a><\/td>\r\n<td style=\"padding: 10px 4px;\"><\/td>\r\n<td style=\"padding: 10px 4px; text-align: center; border: 1px solid; border-color: #92a8d1;\"><a href=\"https:\/\/www.mathworks.com\/help\/vision\/ug\/train-an-object-detector-using-you-only-look-once.html\"><span style = \"font-size:14px;\">Train a YOLO v2 Object Detector<\/span><\/a><\/td>\r\n<td style=\"padding: 10px 4px;\"><\/td>\r\n<td style=\"padding: 10px 4px; text-align: center; border: 1px solid; border-color: #92a8d1;\"><a href=\"https:\/\/www.mathworks.com\/help\/deeplearning\/examples\/classify-videos-using-deep-learning.html\"><span style = \"font-size:14px;\">Classify Video using Deep Learning<\/span><\/a><\/td>\r\n<\/tr>\r\n<tr>\r\n<td style=\"padding: 10px 5px; width = 25%; border: 1px solid; border-color: #92a8d1; vertical-align: middle;\"><a href=\"https:\/\/www.mathworks.com\/help\/deeplearning\/examples\/segment-3d-brain-tumor-using-deep-learning.html\"><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-1636 size-full\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2019\/03\/Segment3DBrainTumorUsingDeepLearningExample2.png\" alt=\"\" width=\"200\" height=\"129\" \/><\/a><\/td>\r\n<td style=\"padding: 10px 5px;\"><\/td>\r\n<td style=\"padding: 10px 5px; width = 25%; border: 1px solid; border-color: #92a8d1; vertical-align: middle;\"><a href=\"https:\/\/www.mathworks.com\/help\/releases\/R2019a\/deeplearning\/examples\/image-to-image-regression-using-deep-learning.html\"><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-1660 size-full\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2019\/03\/TrainNetworkForImagetoImageRegressionExample_Web.png\" alt=\"\" width=\"210\" height=\"115\" \/><\/a><\/td>\r\n<td style=\"padding: 10px 5px;\"><\/td>\r\n<td style=\"padding: 10px 5px; width = 25%; border: 1px solid; border-color: #92a8d1; vertical-align: middle;\"><a href=\"https:\/\/www.mathworks.com\/help\/vision\/ug\/train-an-object-detector-using-you-only-look-once.html\"><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-1656 size-full\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2019\/03\/ObjectDetectionUsingYOLOV2DeepLearningExample_02-1.png\" alt=\"\" width=\"200\" height=\"126\" \/><\/a><\/td>\r\n<td style=\"padding: 10px 5px;\"><\/td>\r\n<td style=\"padding: 10px 5px; width = 25%; border: 1px solid; border-color: #92a8d1; vertical-align: middle;\"><a href=\"https:\/\/www.mathworks.com\/help\/deeplearning\/examples\/classify-videos-using-deep-learning.html\"><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-1652 size-full\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2019\/03\/ClassifyVideosUsingDeepLearningExample_05-1.png\" alt=\"\" width=\"300\" height=\"111\" \/><\/a><\/td>\r\n<\/tr>\r\n\r\n<\/tbody>\r\n<\/table>\r\n<h6><\/h6>\r\n* Remember when I did an article on <a href=\"https:\/\/blogs.mathworks.com\/deep-learning\/2019\/02\/21\/image-to-image-regression\/\">Image-to-Image Regression<\/a>? This 2nd doc example is much easier to follow and uses new techniques in 19a.\r\n\r\n\r\n<h6><\/h6>\r\n<span style=\"font-size: 16px; color: #92a8d1;\">Audio Examples<\/span>\r\n<h6><\/h6>\r\n<table style=\"margin-left: auto; margin-right: auto;\"><!-- this centers the table -->\r\n<tbody>\r\n<tr>\r\n<td style=\"padding: 10px 4px; text-align: center; border: 1px solid; border-color: #92a8d1;\"><a href=\"https:\/\/www.mathworks.com\/help\/deeplearning\/examples\/voice-activity-detection-in-noise-using-deep-learning.html\"><span style = \"font-size:14px;\">Voice Activity Detection in Noise Using Deep Learning<\/span><\/a><\/td>\r\n<td style=\"padding: 10px 4px;\"><\/td>\r\n<td style=\"padding: 10px 4px; text-align: center; border: 1px solid; border-color: #92a8d1;\"><a href=\"https:\/\/www.mathworks.com\/help\/deeplearning\/examples\/cocktail-party-source-separation-using-deep-learning-networks.html\"><span style = \"font-size:14px;\">Cocktail Party Source Separation Using Deep Learning Networks<\/span><\/a><\/td>\r\n<td style=\"padding: 10px 4px;\"><\/td>\r\n<td style=\"padding: 10px 4px; text-align: center; border: 1px solid; border-color: #92a8d1;\"><a href=\"http:\/\/www.mathworks.com\/help\/audio\/examples\/acoustic-scene-recognition-using-late-fusion.html\"><span style = \"font-size:14px;\">Acoustic Scene Recognition Using Late Fusion<\/span><\/a><\/td>\r\n<\/tr>\r\n<tr>\r\n<td style=\"padding: 10px 5px; width = 25%; border: 1px solid; border-color: #92a8d1;\"><a href=\"https:\/\/www.mathworks.com\/help\/deeplearning\/examples\/voice-activity-detection-in-noise-using-deep-learning.html\"><img decoding=\"async\" loading=\"lazy\" class=\"alignnone wp-image-1676 size-full\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2019\/03\/VoiceActivityDetectionInNoiseUsingDeepLearningExample_08.png\" alt=\"\" width=\"560\" height=\"420\" \/><\/a><\/td>\r\n<td style=\"padding: 10px 4px;\"><\/td>\r\n<td style=\"padding: 10px 5px; width = 25%; border: 1px solid; border-color: #92a8d1; vertical-align: middle;\"><a href=\"https:\/\/www.mathworks.com\/help\/deeplearning\/examples\/cocktail-party-source-separation-using-deep-learning-networks.html\"><img decoding=\"async\" loading=\"lazy\" class=\"alignnone wp-image-1678 size-full\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2019\/03\/CocktailPartySourceSeparationExample_05.png\" alt=\"\" width=\"560\" height=\"420\" \/><\/a><\/td>\r\n<td style=\"padding: 10px 4px;\"><\/td>\r\n<td style=\"padding: 10px 5px; width = 25%; border: 1px solid; border-color: #92a8d1;\"><a href=\"http:\/\/www.mathworks.com\/help\/audio\/examples\/acoustic-scene-recognition-using-late-fusion.html\"><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-1680 size-full\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2019\/03\/AcousticSceneRecognitionUsingLateFusionExample_08.png\" alt=\"\" width=\"560\" height=\"420\" \/><\/a><\/td>\r\n<\/tr>\r\n\r\n<\/tbody>\r\n<\/table>\r\n<h6><\/h6>\r\n<span style=\"font-size: 16px; color: #92a8d1;\">Reinforcement Learning Examples<\/span>\r\n<h6><\/h6>\r\nReinforcement Learning is a brand-new toolbox to support deep learning for controls. This won\u2019t be the last time you hear about this.\r\n<h6><\/h6>\r\n<table style=\"margin-left: auto; margin-right: auto;\"><!-- this centers the table -->\r\n<tbody>\r\n<tr>\r\n<td style=\"padding: 10px 4px; border: 1px solid #92a8d1; text-align: left;\"><a href=\"https:\/\/www.mathworks.com\/help\/reinforcement-learning\/ug\/train-q-learning-agent-to-solve-basic-grid-world.html\"><span style = \"font-size:14px;\">Train a reinforcement learning agent to solve a grid world problem.<\/span><\/a>\r\n<\/td>\r\n<td style=\"padding: 10px 4px;\"><\/td>\r\n<td style=\"padding: 10px 4px; border: 1px solid #92a8d1; text-align: left; vertical-align: middle;\"><a href=\"https:\/\/www.mathworks.com\/help\/reinforcement-learning\/ug\/create-agent-using-deep-network-designer-and-train-using-image-observations.html\"><span style = \"font-size:14px;\">Train a controller to balance an inverted pendulum in MATLAB using reinforcement learning<\/span><\/a>\r\n\r\n<h6><\/h6>\r\n<em> <span style=\"font-size: 10px;\">This has been described to me as \"Reinforcement Learning 101\", so if you're interested in this topic, start here.<\/span><\/em>\r\n\r\n<\/td>\r\n<td style=\"padding: 10px 4px;\"><\/td>\r\n<td style=\"padding: 10px 4px; border: 1px solid #92a8d1; text-align: left; vertical-align: middle;\"><a href=\"https:\/\/www.mathworks.com\/help\/reinforcement-learning\/ug\/train-biped-robot-to-walk-using-ddpg-agent.html\"><span style = \"font-size:14px;\">Train a robot to walk in a straight-line using Simulink and reinforcement learning<\/span><\/a><\/td>\r\n<\/tr>\r\n<tr>\r\n<td style=\"padding: 10px 5px; width = 20%; border: 1px solid; border-color: #92a8d1; vertical-align: middle;\"><a href=\"https:\/\/www.mathworks.com\/help\/reinforcement-learning\/ug\/train-q-learning-agent-to-solve-basic-grid-world.html\"><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-1696 size-thumbnail\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2019\/03\/BasicGridWorldExample_04-1-150x150.png\" alt=\"\" width=\"150\" height=\"150\" \/><\/a><\/td>\r\n<td style=\"padding: 10px 4px;\"><\/td>\r\n<td style=\"padding: 10px 5px; width = 33%; border: 1px solid; border-color: #92a8d1; vertical-align: middle;\"><a href=\"https:\/\/www.mathworks.com\/help\/reinforcement-learning\/ug\/create-agent-using-deep-network-designer-and-train-using-image-observations.html\"><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-1702 size-medium\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2019\/03\/RL_example2-2-300x260.png\" alt=\"\" width=\"300\" height=\"260\" \/><\/a><\/td>\r\n<td style=\"padding: 10px 4px;\"><\/td>\r\n<td style=\"padding: 10px 5px; width = 40%; border: 1px solid; border-color: #92a8d1; vertical-align: middle;\"><a href=\"https:\/\/www.mathworks.com\/help\/reinforcement-learning\/ug\/train-biped-robot-to-walk-using-ddpg-agent.html\"><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-1684 size-medium\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2019\/03\/rl_example3-300x211.png\" alt=\"\" width=\"300\" height=\"211\" \/><\/a><\/td>\r\n<\/tr>\r\n\r\n<\/tbody>\r\n<\/table>\r\n<h6><\/h6>\r\nIf you run the 3rd reinforcement learning example, you will get a cool walking robot. An <a href=\"https:\/\/www.mathworks.com\/videos\/deep-reinforcement-learning-for-walking-robots--1551449152203.html\">in-depth video<\/a> will walk you through the example, including the problem setup, neural network design, and speeding up training.\r\n\r\n<img decoding=\"async\" loading=\"lazy\" width=\"600\" height=\"375\" class=\"alignnone size-full wp-image-1748\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2019\/03\/ezgif.com-video-to-gif.gif\" alt=\"\" \/>\r\n<h6><\/h6>\r\n<span style=\"font-size: 16px; color: #92a8d1;\">Signal and Wavelet Examples<\/span>\r\n<h6><\/h6>\r\n<table style=\"margin-left: auto; margin-right: auto;\"><!-- this centers the table -->\r\n<tbody>\r\n<tr>\r\n<td style=\"padding: 10px 4px; text-align: center; border: 1px solid; border-color: #92a8d1;\"><a href=\"https:\/\/www.mathworks.com\/help\/deeplearning\/examples\/waveform-segmentation-using-deep-learning.html\"><span style = \"font-size:14px;\">Waveform segmentation using Deep Learning<\/span><\/a><\/td>\r\n<td style=\"padding: 10px 4px;\"><\/td>\r\n<td style=\"padding: 10px 4px; text-align: center; border: 1px solid; border-color: #92a8d1;\"><a href=\"https:\/\/www.mathworks.com\/help\/deeplearning\/examples\/modulation-classification-with-deep-learning.html\"><span style = \"font-size:14px;\">Modulation Classification<\/span><\/a><\/td>\r\n<td style=\"padding: 10px 4px;\"><\/td>\r\n<td style=\"padding: 10px 4px; text-align: center; border: 1px solid; border-color: #92a8d1;\"><a href=\"http:\/\/www.mathworks.com\/help\/wavelet\/examples\/texture-classification-with-wavelet-image-scattering.html\"><span style = \"font-size:14px;\">Texture Classification with Wavelet Scattering<\/span><\/a><\/td>\r\n<\/tr>\r\n<tr>\r\n<td style=\"padding: 10px 5px; width = 25%; border: 1px solid; border-color: #92a8d1;\"><a href=\"https:\/\/www.mathworks.com\/help\/deeplearning\/examples\/waveform-segmentation-using-deep-learning.html\"><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-1732 size-full\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2019\/03\/WaveformSegmentationUsingDeepLearningExample.png\" alt=\"\" width=\"560\" height=\"420\" \/><\/a><\/td>\r\n<td style=\"padding: 10px 4px;\"><\/td>\r\n<td style=\"padding: 10px 5px; width = 25%; border: 1px solid; border-color: #92a8d1; vertical-align: middle;\"><a href=\"https:\/\/www.mathworks.com\/help\/deeplearning\/examples\/modulation-classification-with-deep-learning.html\"><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-1740 size-full\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2019\/03\/ModulationClassificationWithDeepLearningExample_06.png\" alt=\"\" width=\"560\" height=\"420\" \/><\/a><\/td>\r\n<td style=\"padding: 10px 4px;\"><\/td>\r\n<td style=\"padding: 10px 5px; width = 25%; border: 1px solid; border-color: #92a8d1;\"><a href=\"http:\/\/www.mathworks.com\/help\/wavelet\/examples\/texture-classification-with-wavelet-image-scattering.html\"><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-1736 size-full\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2019\/03\/TextureScatteringExample_01.png\" alt=\"\" width=\"560\" height=\"420\" \/><\/a><\/td>\r\n<\/tr>\r\n\r\n<\/tbody>\r\n<\/table>\r\n<h6><\/h6>\r\n<span style=\"font-size: 16px; color: #92a8d1;\">Radar and Comms Examples<\/span>\r\n<h6><\/h6>\r\n<table style=\"margin-left: auto; margin-right: auto;\"><!-- this centers the table -->\r\n<tbody>\r\n<tr>\r\n<td style=\"padding: 10px 4px; border: 1px solid #92a8d1; text-align: center;\"><a title=\"https:\/\/www.mathworks.com\/help\/phased\/examples\/radar-target-classification-using-machine-learning-and-deep-learning.html (link no longer works)\"><span style = \"font-size:14px;\">Radar Target Classification using Machine and Deep Learning<\/span><\/a><\/td>\r\n<td style=\"padding: 10px 4px;\"><\/td>\r\n<td style=\"padding: 10px 4px; border: 1px solid #92a8d1; text-align: center;\"><a href=\"https:\/\/www.mathworks.com\/help\/phased\/examples\/modulation-classification-of-radar-and-communication-waveforms-using-deep-learning.html\"><span style = \"font-size:14px;\">Radar Waveform Classification Using Deep Learning<\/span><\/a><\/td>\r\n<\/tr>\r\n<tr>\r\n<td style=\"padding: 10px 5px; width = 25%; border: 1px solid; border-color: #92a8d1; vertical-align: middle;\"><a title=\"https:\/\/www.mathworks.com\/help\/phased\/examples\/radar-target-classification-using-machine-learning-and-deep-learning.html (link no longer works)\"><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-1738 size-medium\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2019\/03\/RadarTargetClassificationMachineLearningAndDeepLearningExample_01-300x225.png\" alt=\"\" width=\"300\" height=\"225\" \/><\/a><\/td>\r\n<td style=\"padding: 10px 4px;\"><\/td>\r\n<td style=\"padding: 10px 5px; width = 25%; border: 1px solid; border-color: #92a8d1;\"><a href=\"https:\/\/www.mathworks.com\/help\/phased\/examples\/modulation-classification-of-radar-and-communication-waveforms-using-deep-learning.html\"><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-1742 size-medium\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2019\/03\/ModClassificationOfRadarAndCommSignalsExample_02-1-300x225.png\" alt=\"\" width=\"300\" height=\"225\" \/><\/a><\/td>\r\n<\/tr>\r\n\r\n<\/tbody>\r\n<\/table>\r\n<h6><\/h6>\r\nTake a look at the relevant demos to you and let me know what you think. Also, I'm always curious: how often do you upgrade releases? How do you find out what's new? Leave a comment below.\r\n<h6><\/h6>\r\nStay tuned for more posts about what's new in 19a!\r\n<h6><\/h6>\r\n<p><a href=\"https:\/\/twitter.com\/jo_pings?ref_src=twsrc%5Etfw\" class=\"twitter-follow-button\" data-size=\"large\" data-show-count=\"false\">Follow @jo_pings<\/a><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><\/p>","protected":false},"excerpt":{"rendered":"<div class=\"overview-image\"><img decoding=\"async\"  class=\"img-responsive\" src=\"https:\/\/blogs.mathworks.com\/deep-learning\/files\/2019\/03\/Segment3DBrainTumorUsingDeepLearningExample2.png\" onError=\"this.style.display ='none';\" \/><\/div><p>Hi Everyone! Welcome to R2019a. A new version of MATLAB is available now! I'd like to walk through a few of the new deep learning examples.\r\n\r\nI categorized the new examples based on their... <a class=\"read-more\" href=\"https:\/\/blogs.mathworks.com\/deep-learning\/2019\/03\/27\/whats-new-r2019a-examples\/\">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],"tags":[],"_links":{"self":[{"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/posts\/1292"}],"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=1292"}],"version-history":[{"count":108,"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/posts\/1292\/revisions"}],"predecessor-version":[{"id":1790,"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/posts\/1292\/revisions\/1790"}],"wp:attachment":[{"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/media?parent=1292"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/categories?post=1292"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blogs.mathworks.com\/deep-learning\/wp-json\/wp\/v2\/tags?post=1292"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}