{"id":1055,"date":"2021-04-08T18:49:50","date_gmt":"2021-04-08T23:49:50","guid":{"rendered":"https:\/\/www.decisionscience.bi\/?p=1055"},"modified":"2024-07-08T18:23:17","modified_gmt":"2024-07-08T23:23:17","slug":"an-easy-take-on-artificail-intelligence-for-video-and-audio-analysis","status":"publish","type":"post","link":"https:\/\/www.decisionscience.bi\/fr\/2021\/04\/08\/an-easy-take-on-artificail-intelligence-for-video-and-audio-analysis\/","title":{"rendered":"Une introduction simple \u00e0 l'intelligence artificielle (IA) pour l'analyse vid\u00e9o et audio"},"content":{"rendered":"<p>A couple weeks ago, I was presented with a solution that was in development, and I volunteered to be a beta tester. I always say YES!&nbsp; to these opportunities, so I embarked in learning a new (yes, again!) platform to perform ML &amp; AI. Read more about the&nbsp;<a href=\"https:\/\/community.alteryx.com\/t5\/Analytics\/Alteryx-Veritone-Unlock-the-Value-of-Unstructured-Data-with\/ba-p\/702567\" target=\"_blank\" rel=\"noreferrer noopener\">Alteryx + Veritone<\/a>&nbsp;partnership and the&nbsp;<strong>aiWARE<\/strong>&nbsp;tools.<\/p>\n\n\n\n<p><br>So, why did I do it? Well, first I\u2019m very curious by nature. Second, the demo I saw explained some ML &amp; AI underworld to a basic guy like me. Finally, because it was fully integrated to Alteryx (so I thought I had that part covered). Very nice starting point to this journey.<\/p>\n\n\n\n<p><br>The example I saw was a part of an Alteryx webinar where&nbsp;<a href=\"https:\/\/community.alteryx.com\/t5\/user\/viewprofilepage\/user-id\/3557\">@MarqueeCrew<\/a>&nbsp; and&nbsp;<a href=\"https:\/\/community.alteryx.com\/t5\/user\/viewprofilepage\/user-id\/10152\">@LeahK<\/a>&nbsp; (two very well known Alteryx superheroes) were talking, with the video switching faces as they talked. Four or five photos of each were uploaded to train the model (downloaded from Google Images).<\/p>\n\n\n\n<p><br>Once the model was trained, it ran and voil\u00e0! The results show some very curious information:<br><\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>It recognized the time where each identified speaker was talking<\/li><li>It recognized a speaker that was not trained (another Alteryx superhero&nbsp;<a href=\"https:\/\/community.alteryx.com\/t5\/user\/viewprofilepage\/user-id\/4736\">@CharlieS<\/a>)&nbsp;<\/li><li>The model made the transcription of who said what at what time<\/li><li>What was the expression in the voice when they said it<\/li><\/ul>\n\n\n\n<p>For those with me so far, let me tell you\u2026 if your head is not exploding right now, it will be in a few paragraphs.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"toc-hId-1787849945\">My First Test<\/h2>\n\n\n\n<p>So far, that was my experience with the demo, so I decided to do it myself (thinking I wasn\u2019t capable of pulling this off myself). Big surprise! I received two Alteryx macros in advance: the&nbsp;<strong>aiWARE Input<\/strong>&nbsp;tool and the&nbsp;<strong>Run aiWARE<\/strong>&nbsp;tool (accessible on the&nbsp;<a href=\"https:\/\/gallery.alteryx.com\/#!app\/Veritone-aiWARE-Tools\/5ff7444e0462d71998d0c4be\" target=\"_blank\" rel=\"noreferrer noopener\">Gallery<\/a>).<\/p>\n\n\n\n<p>As an Alteryx enthusiast, the first thing I did was to drop the<strong>&nbsp;Run aiWARE<\/strong>&nbsp;tool on to the canvas. I was pleasantly surprised that I was able to sign up for a free account from within the macro, so I did; yes, you can even do it from within the macro, without leaving Alteryx, and receive a free trial, too!<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/164996i7D8BA554A678A5C1\/image-size\/medium?v=v2&amp;px=400\" alt=\"login.png\" title=\"login.png\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/164997i505A9DFDEFAEB15F\/image-size\/large?v=v2&amp;px=999\" alt=\"Signup.png\" width=\"387\" height=\"560\" title=\"Signup.png\"\/><\/figure>\n\n\n\n<p>Now that I have my credentials, I was able to log in, and the main interface of the tool was presented:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/165000i16C49F0C3D01A818\/image-size\/medium?v=v2&amp;px=400\" alt=\"RunAI.png\" title=\"RunAI.png\"\/><\/figure>\n\n\n\n<p><strong>Select Data<\/strong>: Lists options to retrieve your data:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/165001i31415C194CEFC42B\/image-size\/medium?v=v2&amp;px=400\" alt=\"SelectData.png\" title=\"SelectData.png\"\/><\/figure>\n\n\n\n<p><strong>Upload Type<\/strong>: If you\u2019re going to be uploading a single file or a folder contents:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/165002iA92EB281617516BE\/image-size\/medium?v=v2&amp;px=400\" alt=\"UploadType.png\" title=\"UploadType.png\"\/><\/figure>\n\n\n\n<p><strong>Project Name<\/strong>: Just a name to keep your projects organized.<\/p>\n\n\n\n<p><strong>Local File<\/strong>: Since I chose to upload a local file.<\/p>\n\n\n\n<p><strong>Flow Options<\/strong>:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/165003i768C521C0D0B95A9\/image-size\/medium?v=v2&amp;px=400\" alt=\"FlowOptions.png\" title=\"FlowOptions.png\"\/><\/figure>\n\n\n\n<p>Here starts the amazing journey for me. You can use standard workflows, published by Company, or you can use yours, through the Custom Flows Option.<\/p>\n\n\n\n<p>For the Standard Flows, here is a partial list of those available to Alteryx right now:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/165005iF9DE5835E91A3081\/image-size\/medium?v=v2&amp;px=400\" alt=\"SelectFlow.png\" title=\"SelectFlow.png\"\/><\/figure>\n\n\n\n<p>I decided to try the Facial Recognition first, based on two previous disappointing experiences I had with two other vendors and this kind of model. When I selected Facial Recognition, I was presented with a new drop down, Select Library:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/165006i20DF584A2103A2E2\/image-size\/medium?v=v2&amp;px=400\" alt=\"SelectLibrary.png\" title=\"SelectLibrary.png\"\/><\/figure>\n\n\n\n<p>And a very suggestive option to Train my First Library. Obviously I clicked the link.<\/p>\n\n\n\n<p>In the same panel, I was presented with the Libraries section of the solution, where you can build, edit\/update\/expand or delete libraries for model training.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/165007i06A676087C11B72E\/image-size\/large?v=v2&amp;px=999\" alt=\"Library.png\" title=\"Library.png\"\/><\/figure>\n\n\n\n<p>I started to look into my work laptop and found some pictures of my kids, so I fed the library with them. The process is simple, easy and straightforward, with instructions at every step. It took me more time to find the pictures than training the model with them.<\/p>\n\n\n\n<p>So finally, I selected the library for this test, and ran the workflow (I am a Browse tool guy in development, so I added one first).<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/165008i699D31CE8C9D98D8\/image-size\/medium?v=v2&amp;px=400\" alt=\"RunWorkflow.png\" title=\"RunWorkflow.png\"\/><\/figure>\n\n\n\n<p>The workflow throws a job to the server to start performing the Facial Recognitions. A very important thing to notice is there\u2019s no need to wait until the task finishes, so meanwhile you can work on another things\u2026 (yes, I know, bummer, but your boss will love this!)<\/p>\n\n\n\n<p>The execution results:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/165009i0E5F655EBF75FD82\/image-dimensions\/467x110?v=v2\" alt=\"RunResults.png\" title=\"RunResults.png\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/165010iF9E187637E0C3585\/image-dimensions\/455x41?v=v2\" alt=\"RunDataResults.png\" title=\"RunDataResults.png\"\/><\/figure>\n\n\n\n<p>If you\u2019ve been reading carefully, I said I received two tools and now is the turn of the second one to appear in a new canvas. The&nbsp;<strong>aiWARE Input<\/strong>&nbsp;tool asked me to log in again, and returned the following:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/165011i1AAF49E6A99BA48E\/image-size\/medium?v=v2&amp;px=400\" alt=\"QueryResults.png\" title=\"QueryResults.png\"\/><\/figure>\n\n\n\n<p><strong>Selection Option<\/strong>: It allows you to choose from where you\u2019ll get results.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/165012i98913CDC60F4A888\/image-size\/medium?v=v2&amp;px=400\" alt=\"SelectOption.png\" title=\"SelectOption.png\"\/><\/figure>\n\n\n\n<p><strong>List of Assets<\/strong>: In this case, all the jobs I previously ran.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/165013i55C770121BFAFD0F\/image-dimensions\/351x160?v=v2\" alt=\"ListOfAssets.png\" title=\"ListOfAssets.png\"\/><\/figure>\n\n\n\n<p><strong>Pending AI Jobs<\/strong>: Shows what jobs are still running on the server<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/165014i3733A4EBCFB9D4C4\/image-size\/medium?v=v2&amp;px=400\" alt=\"ModelResults.png\" title=\"ModelResults.png\"\/><\/figure>\n\n\n\n<p>I ran the second workflow (a pretty basic one, btw). 2.9 seconds for the results; I went directly to the results. It\u2019s JSON, and I\u2019m in Alteryx, parsing is no problem!<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/165015iB6950753C7604B31\/image-size\/medium?v=v2&amp;px=400\" alt=\"ModelOutput.png\" title=\"ModelOutput.png\"\/><\/figure>\n\n\n\n<p>JSON Parse to the rescue and after a little simple Alteryx magic, I have readable results:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/165016i117946E0741E4670\/image-size\/large?v=v2&amp;px=999\" alt=\"JSONParse.png\" title=\"JSONParse.png\"\/><\/figure>\n\n\n\n<p>I\u2019m not going to enter in much detail on the results, because I think you need to test this and be amazed yourself, but I will comment on some of them:<\/p>\n\n\n\n<p><br>Emotion detection (up to seven emotions tested by frame) and Confidence probabilities of each one:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/165019i37691B9C6D3B8498\/image-size\/medium?v=v2&amp;px=400\" alt=\"FinalResults.png\" title=\"FinalResults.png\"\/><\/figure>\n\n\n\n<p>Twenty-nine face landmarks evaluated per subject and their probability score:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/165020i669022CD90C5B61D\/image-size\/medium?v=v2&amp;px=400\" alt=\"29landmarks.png\" title=\"29landmarks.png\"\/><\/figure>\n\n\n\n<p>Each person in the library recognized, based on a set of four pictures of each (the one that is blank is my goddaughter, whose picture where not included in the training set):<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/165021iDF7DA141B5B04B2D\/image-size\/medium?v=v2&amp;px=400\" alt=\"PersonsRecognized.png\" title=\"PersonsRecognized.png\"\/><\/figure>\n\n\n\n<p>Part of the video where they were recognized:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/165023iF4CC931367C14790\/image-size\/medium?v=v2&amp;px=400\" alt=\"VideosEgmentRecognized.png\" title=\"VideosEgmentRecognized.png\"\/><\/figure>\n\n\n\n<p>And a lot of other results, like if the model detected beards, sunglasses, poses, etc.<\/p>\n\n\n\n<p>Conclusion? It took me 10 minutes from scratch to get the experiment done, starting with picture gathering, video uploading, model training and face recognition completed.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"toc-hId--764307016\">A more complex experiment<\/h2>\n\n\n\n<p>Since I was already hooked up with these cool new tools, I decided to get into a real business case. A couple of years ago, a potential customer asked us about feature recognition on shopping mall footage.<\/p>\n\n\n\n<p><br>What a better way to test it right now!<\/p>\n\n\n\n<p>I got a video online (a walk through the Dolphin mall in Miami that somebody posted on the internet), and decided to test the Logo Recognition Engine.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/165024i73FF5FB00DD64F49\/image-size\/large?v=v2&amp;px=999\" alt=\"videoreel.png\" title=\"videoreel.png\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/community.alteryx.com\/t5\/image\/serverpage\/image-id\/165025i60030162A0A021E5\/image-size\/large?v=v2&amp;px=999\" alt=\"videoFinal.png\" title=\"videoFinal.png\"\/><\/figure>\n\n\n\n<p>I strongly recommend that you give this a test, I\u2019m sure it\u2019ll blow your mind as it did to me. If you have any questions, please reply to this article. Read more about the&nbsp;<a href=\"https:\/\/community.alteryx.com\/t5\/Analytics\/Alteryx-Veritone-Unlock-the-Value-of-Unstructured-Data-with\/ba-p\/702567\" target=\"_blank\" rel=\"noreferrer noopener\">Alteryx + Veritone<\/a>&nbsp;partnership and the&nbsp;<strong>aiWARE<\/strong>&nbsp;tools.<\/p>","protected":false},"excerpt":{"rendered":"<p>A couple weeks ago, I was presented with a solution that was in development, and I volunteered to be a beta tester. I always say YES!&nbsp; to these opportunities, so I embarked in learning a new (yes, again!) platform to perform ML &amp; AI. Read more about the&nbsp;Alteryx + Veritone&nbsp;partnership and the&nbsp;aiWARE&nbsp;tools. So, why did &hellip; <a href=\"https:\/\/www.decisionscience.bi\/fr\/2021\/04\/08\/an-easy-take-on-artificail-intelligence-for-video-and-audio-analysis\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;An Easy take on Artificial Intelligence (AI) for video and audio analysis&#8221;<\/span><\/a><\/p>","protected":false},"author":2,"featured_media":1058,"comment_status":"closed","ping_status":"closed","sticky":true,"template":"","format":"standard","meta":{"qubely_global_settings":"","qubely_interactions":"","footnotes":""},"categories":[5,10,3,8,11,1],"tags":[],"class_list":["post-1055","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog","category-buttons","category-contenido","category-slider-posts","category-testimonials","category-uncategorized"],"qubely_featured_image_url":{"full":["https:\/\/www.decisionscience.bi\/wp-content\/uploads\/aiWARE-beta-testing.png",399,209,false],"landscape":["https:\/\/www.decisionscience.bi\/wp-content\/uploads\/aiWARE-beta-testing.png",399,209,false],"portraits":["https:\/\/www.decisionscience.bi\/wp-content\/uploads\/aiWARE-beta-testing.png",399,209,false],"thumbnail":["https:\/\/www.decisionscience.bi\/wp-content\/uploads\/aiWARE-beta-testing-150x79.png",150,79,true],"medium":["https:\/\/www.decisionscience.bi\/wp-content\/uploads\/aiWARE-beta-testing-300x157.png",300,157,true],"medium_large":["https:\/\/www.decisionscience.bi\/wp-content\/uploads\/aiWARE-beta-testing.png",399,209,false],"large":["https:\/\/www.decisionscience.bi\/wp-content\/uploads\/aiWARE-beta-testing.png",399,209,false],"hd_qu_size2":["https:\/\/www.decisionscience.bi\/wp-content\/uploads\/aiWARE-beta-testing.png",399,209,false],"1536x1536":["https:\/\/www.decisionscience.bi\/wp-content\/uploads\/aiWARE-beta-testing.png",399,209,false],"2048x2048":["https:\/\/www.decisionscience.bi\/wp-content\/uploads\/aiWARE-beta-testing.png",399,209,false],"trp-custom-language-flag":["https:\/\/www.decisionscience.bi\/wp-content\/uploads\/aiWARE-beta-testing.png",18,9,false],"qubely_landscape":["https:\/\/www.decisionscience.bi\/wp-content\/uploads\/aiWARE-beta-testing.png",399,209,false],"qubely_portrait":["https:\/\/www.decisionscience.bi\/wp-content\/uploads\/aiWARE-beta-testing.png",399,209,false],"qubely_thumbnail":["https:\/\/www.decisionscience.bi\/wp-content\/uploads\/aiWARE-beta-testing.png",140,73,false],"post-thumbnail":["https:\/\/www.decisionscience.bi\/wp-content\/uploads\/aiWARE-beta-testing.png",399,209,false]},"qubely_author":{"display_name":"aguisande@decisionscience.bi","author_link":"https:\/\/www.decisionscience.bi\/fr\/author\/aguisandedecisionscience-bi\/"},"qubely_comment":0,"qubely_category":"<a href=\"https:\/\/www.decisionscience.bi\/fr\/category\/blog\/\" rel=\"category tag\">Blog<\/a> <a href=\"https:\/\/www.decisionscience.bi\/fr\/category\/contenido\/buttons\/\" rel=\"category tag\">buttons<\/a> <a href=\"https:\/\/www.decisionscience.bi\/fr\/category\/contenido\/\" rel=\"category tag\">contenido<\/a> <a href=\"https:\/\/www.decisionscience.bi\/fr\/category\/slider-posts\/\" rel=\"category tag\">Slider Posts<\/a> <a href=\"https:\/\/www.decisionscience.bi\/fr\/category\/contenido\/testimonials\/\" rel=\"category tag\">Testimonials<\/a> <a href=\"https:\/\/www.decisionscience.bi\/fr\/category\/uncategorized\/\" rel=\"category tag\">Uncategorized<\/a>","qubely_excerpt":"A couple weeks ago, I was presented with a solution that was in development, and I volunteered to be a beta tester. I always say YES!&nbsp; to these opportunities, so I embarked in learning a new (yes, again!) platform to perform ML &amp; AI. Read more about the&nbsp;Alteryx + Veritone&nbsp;partnership and the&nbsp;aiWARE&nbsp;tools. So, why did&hellip;","yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>An Easy take on Artificial Intelligence (AI) for video and audio analysis - decisionscience.bi | Alteryx Tableau Snowflake en Mexico<\/title>\n<meta name=\"description\" content=\"Alteryx, Mexico, Tableau\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.decisionscience.bi\/fr\/2021\/04\/08\/an-easy-take-on-artificail-intelligence-for-video-and-audio-analysis\/\" \/>\n<meta property=\"og:locale\" content=\"fr_CA\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"An Easy take on Artificial Intelligence (AI) for video and audio analysis - decisionscience.bi | Alteryx Tableau Snowflake en Mexico\" \/>\n<meta property=\"og:description\" content=\"Alteryx, Mexico, 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