--- title: Unveiling Deep Signal: Part 1 — Defining the Problem description: This post discusses the significance of data analysis frameworks and platforms in the AI era. It introduces Deep Signal, a framework designed to enhance Apache... canonical: https://daily.dev/posts/unveiling-deep-signal-part-1-defining-the-problem-gszdgn2xf twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Unveiling Deep Signal: Part 1 — Defining the Problem | daily.dev og:description: This post discusses the significance of data analysis frameworks and platforms in the AI era. It introduces Deep Signal, a framework designed to enhance Apache... og:url: https://daily.dev/posts/unveiling-deep-signal-part-1-defining-the-problem-gszdgn2xf og:image: https://api.daily.dev/og/posts/gSZdGN2xf.png og:image:alt: Unveiling Deep Signal: Part 1 — Defining the Problem og:image:width: 1200 og:image:height: 630 og:locale: en --- [ITNEXT](https://daily.dev/sources/itnext) [Read post](https://api.daily.dev/r/gSZdGN2xf) # [Unveiling Deep Signal: Part 1 — Defining the Problem](https://api.daily.dev/r/gSZdGN2xf "Go to post") This post discusses the significance of data analysis frameworks and platforms in the AI era. It introduces Deep Signal, a framework designed to enhance Apache Spark's capabilities for processing audio and video data. The post also explores the signals that can be extracted from unstructured data and highlights Deep Signal's goal of enabling seamless extraction of signals from images, video, and audio. [#apache-spark](/tags/apache-spark "Check all #apache-spark posts") Mar 25, 2024•4m read time•From [itnext.io](https://api.daily.dev/r/gSZdGN2xf "itnext.io") [](https://api.daily.dev/r/gSZdGN2xf "Go to post") Table of contents [Unveiling Deep Signal: Part 1 — Defining the Problem](https://api.daily.dev/r/gSZdGN2xf?a=7599 "Unveiling Deep Signal: Part 1 — Defining the Problem")[Abstract](https://api.daily.dev/r/gSZdGN2xf?a=fdfc "Abstract")[Problem Statement](https://api.daily.dev/r/gSZdGN2xf?a=7490 "Problem Statement")[Objectives](https://api.daily.dev/r/gSZdGN2xf?a=02c3 "Objectives")[What’s next](https://api.daily.dev/r/gSZdGN2xf?a=ca15 "What’s next") 12 Impressions Comment Bookmark Copy Share your thoughtsPost [](https://daily.dev/sources/itnext) [ITNEXT](https://daily.dev/sources/itnext "https://daily.dev/sources/itnext") ITNEXT is a platform for IT professionals, developers, and technology enthusiasts, offering articles... Read more 664 Followers • 12.1K Upvotes #### Would you recommend this post? Copy link WhatsApp Facebook X New Squad Copy linkShare with your friends ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Unveiling Deep Signal: Part 1 — Defining the Problem","url":"https://daily.dev/posts/unveiling-deep-signal-part-1-defining-the-problem-gszdgn2xf","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/unveiling-deep-signal-part-1-defining-the-problem-gszdgn2xf"},"datePublished":"2024-03-25T21:21:02.635Z","dateModified":"2024-05-09T09:06:08.895Z","description":"This post discusses the significance of data analysis frameworks and platforms in the AI era. It introduces Deep Signal, a framework designed to enhance Apache...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/fb84d49613bd12b0740afa0c51bca664?_a=AQAEufR","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/fb84d49613bd12b0740afa0c51bca664?_a=AQAEufR","isAccessibleForFree":true,"articleSection":"ITNEXT","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"ITNEXT","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/itnext2","url":"https://daily.dev/sources/itnext"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/unveiling-deep-signal-part-1-defining-the-problem-gszdgn2xf","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"apache-spark","timeRequired":"PT4M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"ITNEXT","item":"https://daily.dev/sources/itnext"},{"@type":"ListItem","position":3,"name":"Unveiling Deep Signal: Part 1 — Defining the Problem"}]} ```