Author: Kurt A Cagle<\/p>\n
Marketing Analytics and Data Science Join us on October 25-26, 2021 at the Eau Palm Beach Resort & Spa Palm Beach, FL to meet with MADS speakers and like-minded peers for face-to-face discussions, sessions, and 1-on-1 expert consultations on overcoming your challenges. You will discover the infinite possibilities when marketing analytics and data science align to form a revenue-driving powerhouse. Learn More<\/a><\/p>\n<\/li>\nOn September 27th you are invited to the AWS Data Exchange Webinar: How to use external consumer insights and marketing data to build a customer-centric business. External consumer and marketing insights can result in higher customer satisfaction, better retention, and a stronger overall bottom line. Register Now<\/a>\n<\/li>\n<\/ul>\n\n<\/a><\/p>\nMaking Do With Small Data<\/h2>\nThe 2010s could, arguably, be described as the era of Big Data, where all of a sudden it seemed like businesses were being deluged by huge amounts of data that had to be processed immediately. Part of this was an amplification of the IT hype mills, as Big Data required Big Servers (or lots of little ones), faster processors, and more programmers to do the heavy lifting of creating the Data Lakes and Enterprise Warehouses that were so integral to the zeitgeist, and part of it was the impact of mobile computing as it suddenly expanded the number of sensors in play dramatically.<\/p>\nYet the reality on the ground was a bit different for most companies, even many in the IT space itself. Most of the really big data was coming from a few focused social media companies, not from business dramatically increasingly data streams elsewhere, and much of that (most of that) was noise outside of the context that it has come from. Social media is actually a poor place to pick up on covert terrorist activities (high noise, subtle signals), though it’s great in identifying domestic terrorists who want to publicly high-five themselves with their buddies over their latest hijinks.<\/p>\nMost data is, at the end of the day, the trail that transactions leave over time. This information can be valuable, but from the perspective of a business, the metadata at the other end of the transaction is usually fragmentary and hard to quantify. This is one of the reasons that any comprehensive AI solution has to incorporate both algorithmic processes (machine learning) and annotational processes (semantics). Most analytics tools, even neural networks, tend to concentrate on data from the perspective of the transaction, while annotational processes are often far more useful to a company as it is a critical source for what is colloquially called “labeling”.<\/p>\nLabeling is often considered bothersome by analysts because it is time-consuming and requires the collection of metadata rather than the analysis of data. This data also requires developing a conceptual model and the distillation of relationships that usually does require human intervention. It is possible to infer this data using statistical techniques, but it requires a huge amount of data to do so, while at the same time providing at best only a hint of that underlying structure.<\/p>\nThe next generation of neural networks is beginning to take this small data into account, in essence focusing increasingly on not just the statistics of the data but also its shape. Known as labeled neural networks (LNN) or graph neural networks (GNN), these various convolutional neural nets replace brute force analysis with what amount to Bayesian networks. These use probabilistic models to identify the schema (or model) implicit in the data. With that information (especially when combined with the contextual streaming that provides the working memory for these processes), GNNs can then become self-labeling, determining not only value but also structure to the resulting function.<\/p>\nThe biggest benefit of this technology will be in the areas of making it possible to get the benefits of big data systems without requiring big data. Put another way, artificial intelligence is becoming more intuitive, able to parse out valid patterns with far less raw input. By being able to make do with such small data, all users should be a benefit from this technology, not simply the ones with the deepest pockets.<\/p>\nIn media res,<\/p>\nKurt Cagle<\/a><\/strong>Community Editor,Data Science Central<\/a><\/p>\nTo subscribe to the DSC Newsletter, go to Data Science Central<\/a> and\u00a0become a member today. It’s free!\u00a0<\/i><\/p>\n<\/div>\n\n\n\nData Science Central Editorial Calendar<\/span><\/h2>\nDSC is looking for editorial content specifically in these areas for September, with these topics having higher priority than other incoming articles.<\/p>\n\nMachine Learning and IoT<\/span><\/li>\nData Modeling and Graphs<\/li>\nAI-Enabled Hardware (GPUs and similar tools)<\/li>\nJavascript and AI<\/li>\nGANs and Simulations<\/li>\nML in Weather Forecasting<\/li>\nUI, UX and AI<\/li>\nJupyter Notebooks<\/li>\nNo-Code Development<\/li>\nMetaverse<\/li>\nGNNs and LNNs<\/li>\n<\/ul>\n<\/div>\n\n\nDSC Featured Articles<\/h2>\n\n\n\u00a0Neural Network Can Diagnose Covid-19 from Chest X-Rays<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Stephanie Glen<\/a>\u00a0on 13 Sep 2021<\/div>\n<\/li>\n\n\u00a0How Businesses Are Using Data Analytics for Better Operational Efficiency<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Imenso Software<\/a>\u00a0on 13 Sep 2021<\/div>\n<\/li>\n\n\u00a0Interesting Ways Big Data Has Changed the Face of the eCommerce Industry<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Nirav Parmar<\/a>\u00a0on 13 Sep 2021<\/div>\n<\/li>\n\n\u00a0The Top Skills for a Career in Datascience in 2021<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Michael Kevin Spencer<\/a>\u00a0on 13 Sep 2021<\/div>\n<\/li>\n\n\u00a0Are Data Scientists Becoming Obsolete?<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Vincent Granville<\/a>\u00a0on 13 Sep 2021<\/div>\n<\/li>\n\n\u00a0Deep learning in biology and medicine<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0ajit jaokar<\/a>\u00a0on 12 Sep 2021<\/div>\n<\/li>\n\n\u00a04 Ways of Monetization Your Data<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Bill Schmarzo<\/a>\u00a0on 12 Sep 2021<\/div>\n<\/li>\n\n\u00a0Advantages of Using Trading Robots on Quantitative Hedge Funds<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Rumzz Bajwa<\/a>\u00a0on 10 Sep 2021<\/div>\n<\/li>\n\n\u00a0Selecting the Best Big Data Platform<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Prolay Ghosh<\/a>\u00a0on 10 Sep 2021<\/div>\n<\/li>\n\n\u00a0The Top 5 Reasons Why Most AI Projects Fail<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Jaimin Dave<\/a>\u00a0on 09 Sep 2021<\/div>\n<\/li>\n\n\u00a0AI for Business Communication: How Effective Is It Really?<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Gaurav Sharma<\/a>\u00a0on 09 Sep 2021<\/div>\n<\/li>\n\n\u00a0Technology Firms Are Racing to Make Their Own Chips<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Michael Kevin Spencer<\/a>\u00a0on 08 Sep 2021<\/div>\n<\/li>\n\n\u00a0What is DevOps and How can it give a Boost to Software Development?<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Varun Bhagat<\/a>\u00a0on 08 Sep 2021<\/div>\n<\/li>\n\n\u00a0Eight Reasons Why Custom Web Application Development Should be the Focus of Your Business<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Thomas Brown<\/a>\u00a0on 08 Sep 2021<\/div>\n<\/li>\n\n\u00a0Image Distribution<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Clayton Davis<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0How Logical Data Fabric Accelerates Data Democratization<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Saptarshi Sengupta<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0A Step By Step Guide To AI Model Development<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Jaimin Dave<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0Interpreting Image Classification Models via Crowdsourcing<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Daria Baidakova<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0Elevate your Employee Recognition Program with HR Tech<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Aileen Scott<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0Big Data Analytics: The Role it Plays in the Banking and Finance Sector<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Ryan Williamson<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0Data Labeling for Machine Learning Models<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Roger Max<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0Understanding\u00a0the Complexity of\u00a0Metaclasses\u00a0and their Practical Applications<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Monika Sangwan<\/a>\u00a0on 06 Sep 2021<\/div>\n<\/li>\n\n\u00a0Binding Cloud, PLM 2.0, and Industry 4.0 into cohesive digital transformation<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Vinaksh<\/a>\u00a0on 30 Aug 2021<\/div>\n<\/li>\n\n\u00a07 Reasons why you need a data integration strategy<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Indhu<\/a>\u00a0on 02 Jun 2021\u00a0<\/div>\n<\/li>\n\n\u00a0DSC Weekly Digest 7 September 2021<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Kurt A Cagle<\/a>\u00a0on 08 Sep 2021<\/div>\n<\/li>\n<\/ul>\n<\/div>\n\nPicture of the Week<\/span><\/strong><\/span><\/div>\n\n\n<\/span><\/span><\/a><\/div>\n\nHiring difficulties jump from last year.<\/center>\n<\/div>\n<\/div>\n\n\n\n\u00a0<\/i><\/span><\/p>\n\n\nTo make sure you keep getting these emails, please add mail@newsletter.datasciencecentral.com to your browser’s address book.<\/i><\/span><\/div>\n\n\nJoin Data Science Central<\/a>\u00a0|\u00a0Comprehensive Repository of Data Science and ML Resources<\/a><\/p>\nVideos<\/a>\u00a0|\u00a0Search DSC<\/a>\u00a0|\u00a0Post a Blog<\/a>\u00a0|\u00a0Ask a Question<\/a><\/span> <\/p>\nFollow us on Twitter<\/strong>:\u00a0@DataScienceCtrl<\/a>\u00a0|\u00a0@AnalyticBridge<\/a><\/span>\n<\/div>\nThis email, and all related content, is published by\u00a0Data Science Central, a division of<\/span> TechTarget, Inc.<\/span><\/a><\/span><\/span><\/div>\n275 Grove Street, Newton, Massachusetts, 02466 US<\/span> <\/span><\/p>\n<\/span> You are receiving this email because you are a member of TechTarget. When you access content from this email, your information may be shared with the sponsors or future sponsors of that content and with our Partners, see up-to-date\u00a0<\/span> Partners List<\/span><\/a><\/span> \u00a0below, as described in our\u00a0<\/span> Privacy Policy<\/span><\/a><\/span> . For additional assistance, please contact:\u00a0<\/span> webmaster@techtarget.com<\/span><\/a><\/span><\/span><\/p>\n<\/span> copyright 2021 TechTarget, Inc. all rights reserved. Designated trademarks, brands, logos and service marks are the property of their respective owners.<\/span> <\/span><\/p>\nPrivacy Policy<\/span><\/a><\/span> \u00a0|\u00a0<\/span> Partners List<\/span><\/a><\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\nGo to Source<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"Author: Kurt A Cagle Announcements Marketing Analytics and Data Science Join us on October 25-26, 2021 at the Eau Palm Beach Resort & Spa Palm […] Read More<\/a><\/span><\/p>\n","protected":false},"author":1,"featured_media":461,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[26],"tags":[],"_links":{"self":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025"}],"collection":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/comments?post=5025"}],"version-history":[{"count":0,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media\/460"}],"wp:attachment":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media?parent=5025"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/categories?post=5025"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/tags?post=5025"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
<\/a><\/p>\nMaking Do With Small Data<\/h2>\nThe 2010s could, arguably, be described as the era of Big Data, where all of a sudden it seemed like businesses were being deluged by huge amounts of data that had to be processed immediately. Part of this was an amplification of the IT hype mills, as Big Data required Big Servers (or lots of little ones), faster processors, and more programmers to do the heavy lifting of creating the Data Lakes and Enterprise Warehouses that were so integral to the zeitgeist, and part of it was the impact of mobile computing as it suddenly expanded the number of sensors in play dramatically.<\/p>\nYet the reality on the ground was a bit different for most companies, even many in the IT space itself. Most of the really big data was coming from a few focused social media companies, not from business dramatically increasingly data streams elsewhere, and much of that (most of that) was noise outside of the context that it has come from. Social media is actually a poor place to pick up on covert terrorist activities (high noise, subtle signals), though it’s great in identifying domestic terrorists who want to publicly high-five themselves with their buddies over their latest hijinks.<\/p>\nMost data is, at the end of the day, the trail that transactions leave over time. This information can be valuable, but from the perspective of a business, the metadata at the other end of the transaction is usually fragmentary and hard to quantify. This is one of the reasons that any comprehensive AI solution has to incorporate both algorithmic processes (machine learning) and annotational processes (semantics). Most analytics tools, even neural networks, tend to concentrate on data from the perspective of the transaction, while annotational processes are often far more useful to a company as it is a critical source for what is colloquially called “labeling”.<\/p>\nLabeling is often considered bothersome by analysts because it is time-consuming and requires the collection of metadata rather than the analysis of data. This data also requires developing a conceptual model and the distillation of relationships that usually does require human intervention. It is possible to infer this data using statistical techniques, but it requires a huge amount of data to do so, while at the same time providing at best only a hint of that underlying structure.<\/p>\nThe next generation of neural networks is beginning to take this small data into account, in essence focusing increasingly on not just the statistics of the data but also its shape. Known as labeled neural networks (LNN) or graph neural networks (GNN), these various convolutional neural nets replace brute force analysis with what amount to Bayesian networks. These use probabilistic models to identify the schema (or model) implicit in the data. With that information (especially when combined with the contextual streaming that provides the working memory for these processes), GNNs can then become self-labeling, determining not only value but also structure to the resulting function.<\/p>\nThe biggest benefit of this technology will be in the areas of making it possible to get the benefits of big data systems without requiring big data. Put another way, artificial intelligence is becoming more intuitive, able to parse out valid patterns with far less raw input. By being able to make do with such small data, all users should be a benefit from this technology, not simply the ones with the deepest pockets.<\/p>\nIn media res,<\/p>\nKurt Cagle<\/a><\/strong>Community Editor,Data Science Central<\/a><\/p>\nTo subscribe to the DSC Newsletter, go to Data Science Central<\/a> and\u00a0become a member today. It’s free!\u00a0<\/i><\/p>\n<\/div>\n\n\n\nData Science Central Editorial Calendar<\/span><\/h2>\nDSC is looking for editorial content specifically in these areas for September, with these topics having higher priority than other incoming articles.<\/p>\n\nMachine Learning and IoT<\/span><\/li>\nData Modeling and Graphs<\/li>\nAI-Enabled Hardware (GPUs and similar tools)<\/li>\nJavascript and AI<\/li>\nGANs and Simulations<\/li>\nML in Weather Forecasting<\/li>\nUI, UX and AI<\/li>\nJupyter Notebooks<\/li>\nNo-Code Development<\/li>\nMetaverse<\/li>\nGNNs and LNNs<\/li>\n<\/ul>\n<\/div>\n\n\nDSC Featured Articles<\/h2>\n\n\n\u00a0Neural Network Can Diagnose Covid-19 from Chest X-Rays<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Stephanie Glen<\/a>\u00a0on 13 Sep 2021<\/div>\n<\/li>\n\n\u00a0How Businesses Are Using Data Analytics for Better Operational Efficiency<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Imenso Software<\/a>\u00a0on 13 Sep 2021<\/div>\n<\/li>\n\n\u00a0Interesting Ways Big Data Has Changed the Face of the eCommerce Industry<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Nirav Parmar<\/a>\u00a0on 13 Sep 2021<\/div>\n<\/li>\n\n\u00a0The Top Skills for a Career in Datascience in 2021<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Michael Kevin Spencer<\/a>\u00a0on 13 Sep 2021<\/div>\n<\/li>\n\n\u00a0Are Data Scientists Becoming Obsolete?<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Vincent Granville<\/a>\u00a0on 13 Sep 2021<\/div>\n<\/li>\n\n\u00a0Deep learning in biology and medicine<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0ajit jaokar<\/a>\u00a0on 12 Sep 2021<\/div>\n<\/li>\n\n\u00a04 Ways of Monetization Your Data<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Bill Schmarzo<\/a>\u00a0on 12 Sep 2021<\/div>\n<\/li>\n\n\u00a0Advantages of Using Trading Robots on Quantitative Hedge Funds<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Rumzz Bajwa<\/a>\u00a0on 10 Sep 2021<\/div>\n<\/li>\n\n\u00a0Selecting the Best Big Data Platform<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Prolay Ghosh<\/a>\u00a0on 10 Sep 2021<\/div>\n<\/li>\n\n\u00a0The Top 5 Reasons Why Most AI Projects Fail<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Jaimin Dave<\/a>\u00a0on 09 Sep 2021<\/div>\n<\/li>\n\n\u00a0AI for Business Communication: How Effective Is It Really?<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Gaurav Sharma<\/a>\u00a0on 09 Sep 2021<\/div>\n<\/li>\n\n\u00a0Technology Firms Are Racing to Make Their Own Chips<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Michael Kevin Spencer<\/a>\u00a0on 08 Sep 2021<\/div>\n<\/li>\n\n\u00a0What is DevOps and How can it give a Boost to Software Development?<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Varun Bhagat<\/a>\u00a0on 08 Sep 2021<\/div>\n<\/li>\n\n\u00a0Eight Reasons Why Custom Web Application Development Should be the Focus of Your Business<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Thomas Brown<\/a>\u00a0on 08 Sep 2021<\/div>\n<\/li>\n\n\u00a0Image Distribution<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Clayton Davis<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0How Logical Data Fabric Accelerates Data Democratization<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Saptarshi Sengupta<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0A Step By Step Guide To AI Model Development<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Jaimin Dave<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0Interpreting Image Classification Models via Crowdsourcing<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Daria Baidakova<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0Elevate your Employee Recognition Program with HR Tech<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Aileen Scott<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0Big Data Analytics: The Role it Plays in the Banking and Finance Sector<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Ryan Williamson<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0Data Labeling for Machine Learning Models<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Roger Max<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0Understanding\u00a0the Complexity of\u00a0Metaclasses\u00a0and their Practical Applications<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Monika Sangwan<\/a>\u00a0on 06 Sep 2021<\/div>\n<\/li>\n\n\u00a0Binding Cloud, PLM 2.0, and Industry 4.0 into cohesive digital transformation<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Vinaksh<\/a>\u00a0on 30 Aug 2021<\/div>\n<\/li>\n\n\u00a07 Reasons why you need a data integration strategy<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Indhu<\/a>\u00a0on 02 Jun 2021\u00a0<\/div>\n<\/li>\n\n\u00a0DSC Weekly Digest 7 September 2021<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Kurt A Cagle<\/a>\u00a0on 08 Sep 2021<\/div>\n<\/li>\n<\/ul>\n<\/div>\n\nPicture of the Week<\/span><\/strong><\/span><\/div>\n\n\n<\/span><\/span><\/a><\/div>\n\nHiring difficulties jump from last year.<\/center>\n<\/div>\n<\/div>\n\n\n\n\u00a0<\/i><\/span><\/p>\n\n\nTo make sure you keep getting these emails, please add mail@newsletter.datasciencecentral.com to your browser’s address book.<\/i><\/span><\/div>\n\n\nJoin Data Science Central<\/a>\u00a0|\u00a0Comprehensive Repository of Data Science and ML Resources<\/a><\/p>\nVideos<\/a>\u00a0|\u00a0Search DSC<\/a>\u00a0|\u00a0Post a Blog<\/a>\u00a0|\u00a0Ask a Question<\/a><\/span> <\/p>\nFollow us on Twitter<\/strong>:\u00a0@DataScienceCtrl<\/a>\u00a0|\u00a0@AnalyticBridge<\/a><\/span>\n<\/div>\nThis email, and all related content, is published by\u00a0Data Science Central, a division of<\/span> TechTarget, Inc.<\/span><\/a><\/span><\/span><\/div>\n275 Grove Street, Newton, Massachusetts, 02466 US<\/span> <\/span><\/p>\n<\/span> You are receiving this email because you are a member of TechTarget. When you access content from this email, your information may be shared with the sponsors or future sponsors of that content and with our Partners, see up-to-date\u00a0<\/span> Partners List<\/span><\/a><\/span> \u00a0below, as described in our\u00a0<\/span> Privacy Policy<\/span><\/a><\/span> . For additional assistance, please contact:\u00a0<\/span> webmaster@techtarget.com<\/span><\/a><\/span><\/span><\/p>\n<\/span> copyright 2021 TechTarget, Inc. all rights reserved. Designated trademarks, brands, logos and service marks are the property of their respective owners.<\/span> <\/span><\/p>\nPrivacy Policy<\/span><\/a><\/span> \u00a0|\u00a0<\/span> Partners List<\/span><\/a><\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\nGo to Source<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"Author: Kurt A Cagle Announcements Marketing Analytics and Data Science Join us on October 25-26, 2021 at the Eau Palm Beach Resort & Spa Palm […] Read More<\/a><\/span><\/p>\n","protected":false},"author":1,"featured_media":461,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[26],"tags":[],"_links":{"self":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025"}],"collection":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/comments?post=5025"}],"version-history":[{"count":0,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media\/460"}],"wp:attachment":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media?parent=5025"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/categories?post=5025"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/tags?post=5025"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
The 2010s could, arguably, be described as the era of Big Data, where all of a sudden it seemed like businesses were being deluged by huge amounts of data that had to be processed immediately. Part of this was an amplification of the IT hype mills, as Big Data required Big Servers (or lots of little ones), faster processors, and more programmers to do the heavy lifting of creating the Data Lakes and Enterprise Warehouses that were so integral to the zeitgeist, and part of it was the impact of mobile computing as it suddenly expanded the number of sensors in play dramatically.<\/p>\n
Yet the reality on the ground was a bit different for most companies, even many in the IT space itself. Most of the really big data was coming from a few focused social media companies, not from business dramatically increasingly data streams elsewhere, and much of that (most of that) was noise outside of the context that it has come from. Social media is actually a poor place to pick up on covert terrorist activities (high noise, subtle signals), though it’s great in identifying domestic terrorists who want to publicly high-five themselves with their buddies over their latest hijinks.<\/p>\n
Most data is, at the end of the day, the trail that transactions leave over time. This information can be valuable, but from the perspective of a business, the metadata at the other end of the transaction is usually fragmentary and hard to quantify. This is one of the reasons that any comprehensive AI solution has to incorporate both algorithmic processes (machine learning) and annotational processes (semantics). Most analytics tools, even neural networks, tend to concentrate on data from the perspective of the transaction, while annotational processes are often far more useful to a company as it is a critical source for what is colloquially called “labeling”.<\/p>\n
Labeling is often considered bothersome by analysts because it is time-consuming and requires the collection of metadata rather than the analysis of data. This data also requires developing a conceptual model and the distillation of relationships that usually does require human intervention. It is possible to infer this data using statistical techniques, but it requires a huge amount of data to do so, while at the same time providing at best only a hint of that underlying structure.<\/p>\n
The next generation of neural networks is beginning to take this small data into account, in essence focusing increasingly on not just the statistics of the data but also its shape. Known as labeled neural networks (LNN) or graph neural networks (GNN), these various convolutional neural nets replace brute force analysis with what amount to Bayesian networks. These use probabilistic models to identify the schema (or model) implicit in the data. With that information (especially when combined with the contextual streaming that provides the working memory for these processes), GNNs can then become self-labeling, determining not only value but also structure to the resulting function.<\/p>\n
The biggest benefit of this technology will be in the areas of making it possible to get the benefits of big data systems without requiring big data. Put another way, artificial intelligence is becoming more intuitive, able to parse out valid patterns with far less raw input. By being able to make do with such small data, all users should be a benefit from this technology, not simply the ones with the deepest pockets.<\/p>\n
In media res,<\/p>\n
Kurt Cagle<\/a><\/strong>Community Editor,Data Science Central<\/a><\/p>\nTo subscribe to the DSC Newsletter, go to Data Science Central<\/a> and\u00a0become a member today. It’s free!\u00a0<\/i><\/p>\n<\/div>\n\n\n\nData Science Central Editorial Calendar<\/span><\/h2>\nDSC is looking for editorial content specifically in these areas for September, with these topics having higher priority than other incoming articles.<\/p>\n\nMachine Learning and IoT<\/span><\/li>\nData Modeling and Graphs<\/li>\nAI-Enabled Hardware (GPUs and similar tools)<\/li>\nJavascript and AI<\/li>\nGANs and Simulations<\/li>\nML in Weather Forecasting<\/li>\nUI, UX and AI<\/li>\nJupyter Notebooks<\/li>\nNo-Code Development<\/li>\nMetaverse<\/li>\nGNNs and LNNs<\/li>\n<\/ul>\n<\/div>\n\n\nDSC Featured Articles<\/h2>\n\n\n\u00a0Neural Network Can Diagnose Covid-19 from Chest X-Rays<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Stephanie Glen<\/a>\u00a0on 13 Sep 2021<\/div>\n<\/li>\n\n\u00a0How Businesses Are Using Data Analytics for Better Operational Efficiency<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Imenso Software<\/a>\u00a0on 13 Sep 2021<\/div>\n<\/li>\n\n\u00a0Interesting Ways Big Data Has Changed the Face of the eCommerce Industry<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Nirav Parmar<\/a>\u00a0on 13 Sep 2021<\/div>\n<\/li>\n\n\u00a0The Top Skills for a Career in Datascience in 2021<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Michael Kevin Spencer<\/a>\u00a0on 13 Sep 2021<\/div>\n<\/li>\n\n\u00a0Are Data Scientists Becoming Obsolete?<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Vincent Granville<\/a>\u00a0on 13 Sep 2021<\/div>\n<\/li>\n\n\u00a0Deep learning in biology and medicine<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0ajit jaokar<\/a>\u00a0on 12 Sep 2021<\/div>\n<\/li>\n\n\u00a04 Ways of Monetization Your Data<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Bill Schmarzo<\/a>\u00a0on 12 Sep 2021<\/div>\n<\/li>\n\n\u00a0Advantages of Using Trading Robots on Quantitative Hedge Funds<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Rumzz Bajwa<\/a>\u00a0on 10 Sep 2021<\/div>\n<\/li>\n\n\u00a0Selecting the Best Big Data Platform<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Prolay Ghosh<\/a>\u00a0on 10 Sep 2021<\/div>\n<\/li>\n\n\u00a0The Top 5 Reasons Why Most AI Projects Fail<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Jaimin Dave<\/a>\u00a0on 09 Sep 2021<\/div>\n<\/li>\n\n\u00a0AI for Business Communication: How Effective Is It Really?<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Gaurav Sharma<\/a>\u00a0on 09 Sep 2021<\/div>\n<\/li>\n\n\u00a0Technology Firms Are Racing to Make Their Own Chips<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Michael Kevin Spencer<\/a>\u00a0on 08 Sep 2021<\/div>\n<\/li>\n\n\u00a0What is DevOps and How can it give a Boost to Software Development?<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Varun Bhagat<\/a>\u00a0on 08 Sep 2021<\/div>\n<\/li>\n\n\u00a0Eight Reasons Why Custom Web Application Development Should be the Focus of Your Business<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Thomas Brown<\/a>\u00a0on 08 Sep 2021<\/div>\n<\/li>\n\n\u00a0Image Distribution<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Clayton Davis<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0How Logical Data Fabric Accelerates Data Democratization<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Saptarshi Sengupta<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0A Step By Step Guide To AI Model Development<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Jaimin Dave<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0Interpreting Image Classification Models via Crowdsourcing<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Daria Baidakova<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0Elevate your Employee Recognition Program with HR Tech<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Aileen Scott<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0Big Data Analytics: The Role it Plays in the Banking and Finance Sector<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Ryan Williamson<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0Data Labeling for Machine Learning Models<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Roger Max<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0Understanding\u00a0the Complexity of\u00a0Metaclasses\u00a0and their Practical Applications<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Monika Sangwan<\/a>\u00a0on 06 Sep 2021<\/div>\n<\/li>\n\n\u00a0Binding Cloud, PLM 2.0, and Industry 4.0 into cohesive digital transformation<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Vinaksh<\/a>\u00a0on 30 Aug 2021<\/div>\n<\/li>\n\n\u00a07 Reasons why you need a data integration strategy<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Indhu<\/a>\u00a0on 02 Jun 2021\u00a0<\/div>\n<\/li>\n\n\u00a0DSC Weekly Digest 7 September 2021<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Kurt A Cagle<\/a>\u00a0on 08 Sep 2021<\/div>\n<\/li>\n<\/ul>\n<\/div>\n\nPicture of the Week<\/span><\/strong><\/span><\/div>\n\n\n<\/span><\/span><\/a><\/div>\n\nHiring difficulties jump from last year.<\/center>\n<\/div>\n<\/div>\n\n\n\n\u00a0<\/i><\/span><\/p>\n\n\nTo make sure you keep getting these emails, please add mail@newsletter.datasciencecentral.com to your browser’s address book.<\/i><\/span><\/div>\n\n\nJoin Data Science Central<\/a>\u00a0|\u00a0Comprehensive Repository of Data Science and ML Resources<\/a><\/p>\nVideos<\/a>\u00a0|\u00a0Search DSC<\/a>\u00a0|\u00a0Post a Blog<\/a>\u00a0|\u00a0Ask a Question<\/a><\/span> <\/p>\nFollow us on Twitter<\/strong>:\u00a0@DataScienceCtrl<\/a>\u00a0|\u00a0@AnalyticBridge<\/a><\/span>\n<\/div>\nThis email, and all related content, is published by\u00a0Data Science Central, a division of<\/span> TechTarget, Inc.<\/span><\/a><\/span><\/span><\/div>\n275 Grove Street, Newton, Massachusetts, 02466 US<\/span> <\/span><\/p>\n<\/span> You are receiving this email because you are a member of TechTarget. When you access content from this email, your information may be shared with the sponsors or future sponsors of that content and with our Partners, see up-to-date\u00a0<\/span> Partners List<\/span><\/a><\/span> \u00a0below, as described in our\u00a0<\/span> Privacy Policy<\/span><\/a><\/span> . For additional assistance, please contact:\u00a0<\/span> webmaster@techtarget.com<\/span><\/a><\/span><\/span><\/p>\n<\/span> copyright 2021 TechTarget, Inc. all rights reserved. Designated trademarks, brands, logos and service marks are the property of their respective owners.<\/span> <\/span><\/p>\nPrivacy Policy<\/span><\/a><\/span> \u00a0|\u00a0<\/span> Partners List<\/span><\/a><\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\nGo to Source<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"Author: Kurt A Cagle Announcements Marketing Analytics and Data Science Join us on October 25-26, 2021 at the Eau Palm Beach Resort & Spa Palm […] Read More<\/a><\/span><\/p>\n","protected":false},"author":1,"featured_media":461,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[26],"tags":[],"_links":{"self":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025"}],"collection":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/comments?post=5025"}],"version-history":[{"count":0,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media\/460"}],"wp:attachment":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media?parent=5025"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/categories?post=5025"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/tags?post=5025"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
To subscribe to the DSC Newsletter, go to Data Science Central<\/a> and\u00a0become a member today. It’s free!\u00a0<\/i><\/p>\n<\/div>\n\n\n\nData Science Central Editorial Calendar<\/span><\/h2>\nDSC is looking for editorial content specifically in these areas for September, with these topics having higher priority than other incoming articles.<\/p>\n\nMachine Learning and IoT<\/span><\/li>\nData Modeling and Graphs<\/li>\nAI-Enabled Hardware (GPUs and similar tools)<\/li>\nJavascript and AI<\/li>\nGANs and Simulations<\/li>\nML in Weather Forecasting<\/li>\nUI, UX and AI<\/li>\nJupyter Notebooks<\/li>\nNo-Code Development<\/li>\nMetaverse<\/li>\nGNNs and LNNs<\/li>\n<\/ul>\n<\/div>\n\n\nDSC Featured Articles<\/h2>\n\n\n\u00a0Neural Network Can Diagnose Covid-19 from Chest X-Rays<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Stephanie Glen<\/a>\u00a0on 13 Sep 2021<\/div>\n<\/li>\n\n\u00a0How Businesses Are Using Data Analytics for Better Operational Efficiency<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Imenso Software<\/a>\u00a0on 13 Sep 2021<\/div>\n<\/li>\n\n\u00a0Interesting Ways Big Data Has Changed the Face of the eCommerce Industry<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Nirav Parmar<\/a>\u00a0on 13 Sep 2021<\/div>\n<\/li>\n\n\u00a0The Top Skills for a Career in Datascience in 2021<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Michael Kevin Spencer<\/a>\u00a0on 13 Sep 2021<\/div>\n<\/li>\n\n\u00a0Are Data Scientists Becoming Obsolete?<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Vincent Granville<\/a>\u00a0on 13 Sep 2021<\/div>\n<\/li>\n\n\u00a0Deep learning in biology and medicine<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0ajit jaokar<\/a>\u00a0on 12 Sep 2021<\/div>\n<\/li>\n\n\u00a04 Ways of Monetization Your Data<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Bill Schmarzo<\/a>\u00a0on 12 Sep 2021<\/div>\n<\/li>\n\n\u00a0Advantages of Using Trading Robots on Quantitative Hedge Funds<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Rumzz Bajwa<\/a>\u00a0on 10 Sep 2021<\/div>\n<\/li>\n\n\u00a0Selecting the Best Big Data Platform<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Prolay Ghosh<\/a>\u00a0on 10 Sep 2021<\/div>\n<\/li>\n\n\u00a0The Top 5 Reasons Why Most AI Projects Fail<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Jaimin Dave<\/a>\u00a0on 09 Sep 2021<\/div>\n<\/li>\n\n\u00a0AI for Business Communication: How Effective Is It Really?<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Gaurav Sharma<\/a>\u00a0on 09 Sep 2021<\/div>\n<\/li>\n\n\u00a0Technology Firms Are Racing to Make Their Own Chips<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Michael Kevin Spencer<\/a>\u00a0on 08 Sep 2021<\/div>\n<\/li>\n\n\u00a0What is DevOps and How can it give a Boost to Software Development?<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Varun Bhagat<\/a>\u00a0on 08 Sep 2021<\/div>\n<\/li>\n\n\u00a0Eight Reasons Why Custom Web Application Development Should be the Focus of Your Business<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Thomas Brown<\/a>\u00a0on 08 Sep 2021<\/div>\n<\/li>\n\n\u00a0Image Distribution<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Clayton Davis<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0How Logical Data Fabric Accelerates Data Democratization<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Saptarshi Sengupta<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0A Step By Step Guide To AI Model Development<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Jaimin Dave<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0Interpreting Image Classification Models via Crowdsourcing<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Daria Baidakova<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0Elevate your Employee Recognition Program with HR Tech<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Aileen Scott<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0Big Data Analytics: The Role it Plays in the Banking and Finance Sector<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Ryan Williamson<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0Data Labeling for Machine Learning Models<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Roger Max<\/a>\u00a0on 07 Sep 2021<\/div>\n<\/li>\n\n\u00a0Understanding\u00a0the Complexity of\u00a0Metaclasses\u00a0and their Practical Applications<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Monika Sangwan<\/a>\u00a0on 06 Sep 2021<\/div>\n<\/li>\n\n\u00a0Binding Cloud, PLM 2.0, and Industry 4.0 into cohesive digital transformation<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Vinaksh<\/a>\u00a0on 30 Aug 2021<\/div>\n<\/li>\n\n\u00a07 Reasons why you need a data integration strategy<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Indhu<\/a>\u00a0on 02 Jun 2021\u00a0<\/div>\n<\/li>\n\n\u00a0DSC Weekly Digest 7 September 2021<\/a>\n<\/div>\n\u00a0\u00a0\u00a0\u00a0\u00a0Kurt A Cagle<\/a>\u00a0on 08 Sep 2021<\/div>\n<\/li>\n<\/ul>\n<\/div>\n\nPicture of the Week<\/span><\/strong><\/span><\/div>\n\n\n<\/span><\/span><\/a><\/div>\n\nHiring difficulties jump from last year.<\/center>\n<\/div>\n<\/div>\n\n\n\n\u00a0<\/i><\/span><\/p>\n\n\nTo make sure you keep getting these emails, please add mail@newsletter.datasciencecentral.com to your browser’s address book.<\/i><\/span><\/div>\n\n\nJoin Data Science Central<\/a>\u00a0|\u00a0Comprehensive Repository of Data Science and ML Resources<\/a><\/p>\nVideos<\/a>\u00a0|\u00a0Search DSC<\/a>\u00a0|\u00a0Post a Blog<\/a>\u00a0|\u00a0Ask a Question<\/a><\/span> <\/p>\nFollow us on Twitter<\/strong>:\u00a0@DataScienceCtrl<\/a>\u00a0|\u00a0@AnalyticBridge<\/a><\/span>\n<\/div>\nThis email, and all related content, is published by\u00a0Data Science Central, a division of<\/span> TechTarget, Inc.<\/span><\/a><\/span><\/span><\/div>\n275 Grove Street, Newton, Massachusetts, 02466 US<\/span> <\/span><\/p>\n<\/span> You are receiving this email because you are a member of TechTarget. 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Designated trademarks, brands, logos and service marks are the property of their respective owners.<\/span> <\/span><\/p>\nPrivacy Policy<\/span><\/a><\/span> \u00a0|\u00a0<\/span> Partners List<\/span><\/a><\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\nGo to Source<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"Author: Kurt A Cagle Announcements Marketing Analytics and Data Science Join us on October 25-26, 2021 at the Eau Palm Beach Resort & Spa Palm […] Read More<\/a><\/span><\/p>\n","protected":false},"author":1,"featured_media":461,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[26],"tags":[],"_links":{"self":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025"}],"collection":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/comments?post=5025"}],"version-history":[{"count":0,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media\/460"}],"wp:attachment":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media?parent=5025"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/categories?post=5025"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/tags?post=5025"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
DSC is looking for editorial content specifically in these areas for September, with these topics having higher priority than other incoming articles.<\/p>\n
\u00a0<\/i><\/span><\/p>\n\n\nTo make sure you keep getting these emails, please add mail@newsletter.datasciencecentral.com to your browser’s address book.<\/i><\/span><\/div>\n\n\nJoin Data Science Central<\/a>\u00a0|\u00a0Comprehensive Repository of Data Science and ML Resources<\/a><\/p>\nVideos<\/a>\u00a0|\u00a0Search DSC<\/a>\u00a0|\u00a0Post a Blog<\/a>\u00a0|\u00a0Ask a Question<\/a><\/span> <\/p>\nFollow us on Twitter<\/strong>:\u00a0@DataScienceCtrl<\/a>\u00a0|\u00a0@AnalyticBridge<\/a><\/span>\n<\/div>\nThis email, and all related content, is published by\u00a0Data Science Central, a division of<\/span> TechTarget, Inc.<\/span><\/a><\/span><\/span><\/div>\n275 Grove Street, Newton, Massachusetts, 02466 US<\/span> <\/span><\/p>\n<\/span> You are receiving this email because you are a member of TechTarget. When you access content from this email, your information may be shared with the sponsors or future sponsors of that content and with our Partners, see up-to-date\u00a0<\/span> Partners List<\/span><\/a><\/span> \u00a0below, as described in our\u00a0<\/span> Privacy Policy<\/span><\/a><\/span> . For additional assistance, please contact:\u00a0<\/span> webmaster@techtarget.com<\/span><\/a><\/span><\/span><\/p>\n<\/span> copyright 2021 TechTarget, Inc. all rights reserved. Designated trademarks, brands, logos and service marks are the property of their respective owners.<\/span> <\/span><\/p>\nPrivacy Policy<\/span><\/a><\/span> \u00a0|\u00a0<\/span> Partners List<\/span><\/a><\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\nGo to Source<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"Author: Kurt A Cagle Announcements Marketing Analytics and Data Science Join us on October 25-26, 2021 at the Eau Palm Beach Resort & Spa Palm […] Read More<\/a><\/span><\/p>\n","protected":false},"author":1,"featured_media":461,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[26],"tags":[],"_links":{"self":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025"}],"collection":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/comments?post=5025"}],"version-history":[{"count":0,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media\/460"}],"wp:attachment":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media?parent=5025"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/categories?post=5025"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/tags?post=5025"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
Videos<\/a>\u00a0|\u00a0Search DSC<\/a>\u00a0|\u00a0Post a Blog<\/a>\u00a0|\u00a0Ask a Question<\/a><\/span> <\/p>\nFollow us on Twitter<\/strong>:\u00a0@DataScienceCtrl<\/a>\u00a0|\u00a0@AnalyticBridge<\/a><\/span>\n<\/div>\nThis email, and all related content, is published by\u00a0Data Science Central, a division of<\/span> TechTarget, Inc.<\/span><\/a><\/span><\/span><\/div>\n275 Grove Street, Newton, Massachusetts, 02466 US<\/span> <\/span><\/p>\n<\/span> You are receiving this email because you are a member of TechTarget. When you access content from this email, your information may be shared with the sponsors or future sponsors of that content and with our Partners, see up-to-date\u00a0<\/span> Partners List<\/span><\/a><\/span> \u00a0below, as described in our\u00a0<\/span> Privacy Policy<\/span><\/a><\/span> . For additional assistance, please contact:\u00a0<\/span> webmaster@techtarget.com<\/span><\/a><\/span><\/span><\/p>\n<\/span> copyright 2021 TechTarget, Inc. all rights reserved. Designated trademarks, brands, logos and service marks are the property of their respective owners.<\/span> <\/span><\/p>\nPrivacy Policy<\/span><\/a><\/span> \u00a0|\u00a0<\/span> Partners List<\/span><\/a><\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\nGo to Source<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"Author: Kurt A Cagle Announcements Marketing Analytics and Data Science Join us on October 25-26, 2021 at the Eau Palm Beach Resort & Spa Palm […] Read More<\/a><\/span><\/p>\n","protected":false},"author":1,"featured_media":461,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[26],"tags":[],"_links":{"self":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025"}],"collection":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/comments?post=5025"}],"version-history":[{"count":0,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media\/460"}],"wp:attachment":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media?parent=5025"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/categories?post=5025"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/tags?post=5025"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
Follow us on Twitter<\/strong>:\u00a0@DataScienceCtrl<\/a>\u00a0|\u00a0@AnalyticBridge<\/a><\/span>\n<\/div>\nThis email, and all related content, is published by\u00a0Data Science Central, a division of<\/span> TechTarget, Inc.<\/span><\/a><\/span><\/span><\/div>\n275 Grove Street, Newton, Massachusetts, 02466 US<\/span> <\/span><\/p>\n<\/span> You are receiving this email because you are a member of TechTarget. When you access content from this email, your information may be shared with the sponsors or future sponsors of that content and with our Partners, see up-to-date\u00a0<\/span> Partners List<\/span><\/a><\/span> \u00a0below, as described in our\u00a0<\/span> Privacy Policy<\/span><\/a><\/span> . For additional assistance, please contact:\u00a0<\/span> webmaster@techtarget.com<\/span><\/a><\/span><\/span><\/p>\n<\/span> copyright 2021 TechTarget, Inc. all rights reserved. Designated trademarks, brands, logos and service marks are the property of their respective owners.<\/span> <\/span><\/p>\nPrivacy Policy<\/span><\/a><\/span> \u00a0|\u00a0<\/span> Partners List<\/span><\/a><\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\nGo to Source<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"Author: Kurt A Cagle Announcements Marketing Analytics and Data Science Join us on October 25-26, 2021 at the Eau Palm Beach Resort & Spa Palm […] Read More<\/a><\/span><\/p>\n","protected":false},"author":1,"featured_media":461,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[26],"tags":[],"_links":{"self":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025"}],"collection":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/comments?post=5025"}],"version-history":[{"count":0,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media\/460"}],"wp:attachment":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media?parent=5025"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/categories?post=5025"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/tags?post=5025"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
275 Grove Street, Newton, Massachusetts, 02466 US<\/span> <\/span><\/p>\n<\/span> You are receiving this email because you are a member of TechTarget. When you access content from this email, your information may be shared with the sponsors or future sponsors of that content and with our Partners, see up-to-date\u00a0<\/span> Partners List<\/span><\/a><\/span> \u00a0below, as described in our\u00a0<\/span> Privacy Policy<\/span><\/a><\/span> . For additional assistance, please contact:\u00a0<\/span> webmaster@techtarget.com<\/span><\/a><\/span><\/span><\/p>\n<\/span> copyright 2021 TechTarget, Inc. all rights reserved. Designated trademarks, brands, logos and service marks are the property of their respective owners.<\/span> <\/span><\/p>\nPrivacy Policy<\/span><\/a><\/span> \u00a0|\u00a0<\/span> Partners List<\/span><\/a><\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\nGo to Source<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"Author: Kurt A Cagle Announcements Marketing Analytics and Data Science Join us on October 25-26, 2021 at the Eau Palm Beach Resort & Spa Palm […] Read More<\/a><\/span><\/p>\n","protected":false},"author":1,"featured_media":461,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[26],"tags":[],"_links":{"self":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025"}],"collection":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/comments?post=5025"}],"version-history":[{"count":0,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media\/460"}],"wp:attachment":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media?parent=5025"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/categories?post=5025"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/tags?post=5025"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
<\/span> You are receiving this email because you are a member of TechTarget. When you access content from this email, your information may be shared with the sponsors or future sponsors of that content and with our Partners, see up-to-date\u00a0<\/span> Partners List<\/span><\/a><\/span> \u00a0below, as described in our\u00a0<\/span> Privacy Policy<\/span><\/a><\/span> . For additional assistance, please contact:\u00a0<\/span> webmaster@techtarget.com<\/span><\/a><\/span><\/span><\/p>\n<\/span> copyright 2021 TechTarget, Inc. all rights reserved. Designated trademarks, brands, logos and service marks are the property of their respective owners.<\/span> <\/span><\/p>\nPrivacy Policy<\/span><\/a><\/span> \u00a0|\u00a0<\/span> Partners List<\/span><\/a><\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\nGo to Source<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"Author: Kurt A Cagle Announcements Marketing Analytics and Data Science Join us on October 25-26, 2021 at the Eau Palm Beach Resort & Spa Palm […] Read More<\/a><\/span><\/p>\n","protected":false},"author":1,"featured_media":461,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[26],"tags":[],"_links":{"self":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025"}],"collection":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/comments?post=5025"}],"version-history":[{"count":0,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media\/460"}],"wp:attachment":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media?parent=5025"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/categories?post=5025"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/tags?post=5025"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
<\/span> copyright 2021 TechTarget, Inc. all rights reserved. Designated trademarks, brands, logos and service marks are the property of their respective owners.<\/span> <\/span><\/p>\nPrivacy Policy<\/span><\/a><\/span> \u00a0|\u00a0<\/span> Partners List<\/span><\/a><\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\nGo to Source<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"Author: Kurt A Cagle Announcements Marketing Analytics and Data Science Join us on October 25-26, 2021 at the Eau Palm Beach Resort & Spa Palm […] Read More<\/a><\/span><\/p>\n","protected":false},"author":1,"featured_media":461,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[26],"tags":[],"_links":{"self":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025"}],"collection":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/comments?post=5025"}],"version-history":[{"count":0,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media\/460"}],"wp:attachment":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media?parent=5025"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/categories?post=5025"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/tags?post=5025"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
Privacy Policy<\/span><\/a><\/span> \u00a0|\u00a0<\/span> Partners List<\/span><\/a><\/span><\/span><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\nGo to Source<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"Author: Kurt A Cagle Announcements Marketing Analytics and Data Science Join us on October 25-26, 2021 at the Eau Palm Beach Resort & Spa Palm […] Read More<\/a><\/span><\/p>\n","protected":false},"author":1,"featured_media":461,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[26],"tags":[],"_links":{"self":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025"}],"collection":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/comments?post=5025"}],"version-history":[{"count":0,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media\/460"}],"wp:attachment":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media?parent=5025"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/categories?post=5025"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/tags?post=5025"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
Go to Source<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"Author: Kurt A Cagle Announcements Marketing Analytics and Data Science Join us on October 25-26, 2021 at the Eau Palm Beach Resort & Spa Palm […] Read More<\/a><\/span><\/p>\n","protected":false},"author":1,"featured_media":461,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[26],"tags":[],"_links":{"self":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025"}],"collection":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/comments?post=5025"}],"version-history":[{"count":0,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media\/460"}],"wp:attachment":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media?parent=5025"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/categories?post=5025"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/tags?post=5025"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
Author: Kurt A Cagle Announcements Marketing Analytics and Data Science Join us on October 25-26, 2021 at the Eau Palm Beach Resort & Spa Palm […] Read More<\/a><\/span><\/p>\n","protected":false},"author":1,"featured_media":461,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[26],"tags":[],"_links":{"self":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025"}],"collection":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/comments?post=5025"}],"version-history":[{"count":0,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/posts\/5025\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media\/460"}],"wp:attachment":[{"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/media?parent=5025"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/categories?post=5025"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.aiproblog.com\/index.php\/wp-json\/wp\/v2\/tags?post=5025"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
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<\/a><\/span><\/div>\n<\/a><\/span><\/div>\n![\"Hiring](\"https:\/\/cdn.ttgtmedia.com\/rms\/onlineimages\/hiring_difficulties_jump_from_last_year-f.png\" "\\"Hiring")
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