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vertical-align: middle; margin: -5px 0 0 0; } </style>  <div style="width:300px;float:right;margin: 0;padding: 0;"> <div class="gcse-searchbox-only"></div> </div>  <div class="clear"></div> </div> </div> <div id="headerSub">  <div id="headerProfile">  <div class='memPhoto'> <a href="https://circleid.com/members/7805"><img src="/images/member_photos/photo_7805.jpg" width="80" border="0" alt="Fred Tabsharani" /></a> </div>  <div class="memInfo"> <h3>Fred Tabsharani</h3> <p> <strong>Founder and CEO at Loxz Digital Group</strong><br /> Joined on March 3, 2016<br/> Total Post Views: 310,906 </p> <table class="btn-container"><tr><td class="btl"></td><td class="btr"></td></tr><tr><td class="bbl"></td><td class="bbr"><a href="#" class="toggle-show" id="clickToggle">About</a></td></tr></table> </div>  <div class="buttons">  <table class="btn-container"> <tr><td class="btl"></td><td class="btr"></td></tr> <tr><td class="bbl"></td><td class="bbr"><a href="https://circleid.com/account/email_console/7805/" class="email">Send Message</a></td></tr> </table>  <table class="btn-container"> <tr><td class="btl"></td><td class="btr"></td></tr> <tr><td class="bbl"></td><td class="bbr"><a href="https://circleid.com/rss/members/7805" class="rss">RSS</a></td></tr> </table> </div> <div class="clear"></div> </div>  <div id="headerSubProfile" class="showHideBox"> <div id="bio"> <p>Fred Tabsharani is Founder and CEO of Loxz Digital Group, A Machine Learning Collective with an 18 member team.  He has spent the last two decades in IT as a recognized industry leader in Digital Growth most notably with Port25 which he led to a buyout by industry rival in 2016.  He holds an MBA from John F. Kennedy University and has added five AI/ML certifications, two from the UC Berkeley (SOI) Google, and two from IBM.  Fred is a 10 year veteran of M3AAWG and an Armenian General Benevolent Union (AGBU) Olympic Basketball Champion.</p> </div> <div id="links" class="pipedLinks"> <ul> <li><a href="https://www.linkedin.com/company/69941021/" title="New window will open - https://www.linkedin.com/company/69941021/" target="_blank">Website</a></li> <li><a href="www.circleid.com/members/7805" title="New window will open - www.circleid.com/members/7805" target="_blank">Blog</a></li> <li><a href="https://loxz.com" title="New window will open - https://loxz.com" target="_blank">Company</a></li> <li><a href="http://x.com/@loxzdigital" title="New window will open - http://x.com/@loxzdigital" target="_blank">X (Twitter)</a></li> <li><a href="https://www.facebook.com/fred.tabsharani/" title="New window will open - https://www.facebook.com/fred.tabsharani/" target="_blank">Facebook</a></li> <li><a href="https://www.linkedin.com/in/ftabsharani/" title="New window will open - https://www.linkedin.com/in/ftabsharani/" target="_blank">LinkedIn</a></li> <li><a href="https://www.youtube.com/channel/UClxt9hKCGeIlfBg2WjJ1UNg" title="New window will open - https://www.youtube.com/channel/UClxt9hKCGeIlfBg2WjJ1UNg" target="_blank">YouTube</a></li> </ul> </div> <p id="cc"> Except where otherwise noted, all postings by Fred Tabsharani on CircleID are licensed under a <a rel="license" href="http://creativecommons.org/licenses/ /2.5/" class="blue">Creative Commons License</a>. </p> </div>  <div id="headerSubNav"> <ul> <li id="current"><a href="https://circleid.com/members/7805">Featured Blogs (29)</a></li> <li ><a href="https://circleid.com/members/7805/comments/">Comments (3)</a></li> </ul> <div class="clear"></div> </div> </div>  <div class="container2c"> <div class="colWrapper"> <div class="colA"> <div class="colPad"> <h2>Featured Blogs</h2> <div class="postList" style="padding-bottom:30px;"> <h3 style="padding-top:0;margin-top:0;border:none;"><a href="https://circleid.com/posts/20220507-designing-for-realtimeml">Designing for RealTimeML</a></h3> <div class="byLine">Related Topics: <a href="/topics/email" class="red">Email</a>,</div> <p> The steepening trajectory towards event-driven and real-time API architecture is imminent. This means incorporating event-based APIs into a technology strategy and leveraging existing API legacy systems that may have incurred a fair amount of technical debt, especially for historically progressive organizations. <a href="https://circleid.com/posts/20220507-designing-for-realtimeml" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>May 07, 2022</li> <li>Comments: 0</li> <li>Views: 7,604</li> </ul> </div> <h3><a href="https://circleid.com/posts/20211229-normalize-inflated-ios-15-email-open-rates-with-unsupervised-ml">Normalize inflated iOS 15 Email Open Rates with Unsupervised ML</a></h3> <div class="byLine">Related Topics: <a href="/topics/email" class="red">Email</a>,</div> <p> Happy Holidays. In September 2021, Apple rolled out iOS 15. For high volume email senders, Apple Mail now essentially tracks every email sent as an "open." Seemingly if you are a campaign engineer, high volume sender or ESP, this change can radically affect 25% - 45% of your email subscriber base, across both B2B, B2C or D2C. Inside your email analytics platform, you should see the specific percentage of Apple Mail users in your database, thus a significant rate of change ( delta) regarding inflated "open rates." <a href="https://circleid.com/posts/20211229-normalize-inflated-ios-15-email-open-rates-with-unsupervised-ml" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Dec 29, 2021</li> <li>Comments: 0</li> <li>Views: 14,343</li> </ul> </div> <h3><a href="https://circleid.com/posts/20211212-email-sendtime-optimization-for-supply-chain-bottlenecks">RealTimeML:  Email Send Time Optimization for Supply Chain Bottlenecks</a></h3> <div class="byLine">Related Topics: <a href="/topics/email" class="red">Email</a>,</div> <p> Look for this trio of email-related organizations MessageGears, Validity, Vidi-Emi, to become trailblazers in the RealTimeML Email landscape. This article will examine the nascent concept of utilizing RealTimeML to optimize for open rates and ultimately engagement rates by using a SendTime Email Optimization model. The model will infer RealTimeML predictions for optimal engagement rates, which provides enormous value throughout your current supply chain. Additionally, we will share ongoing time trials to serve the model efficiently. <a href="https://circleid.com/posts/20211212-email-sendtime-optimization-for-supply-chain-bottlenecks" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Dec 12, 2021</li> <li>Comments: 0</li> <li>Views: 11,917</li> </ul> </div> <h3><a href="https://circleid.com/posts/20211023-a-note-to-phds-transferring-from-academia-to-the-ml-industry">A Note to PhDs Transferring From Academia to the ML Industry</a></h3> <div class="byLine">Related Topics: <a href="/topics/networks" class="red">Networks</a>,</div> <p> Congratulations. You have successfully defended your PhD dissertation, and it was a defining moment in your life. Your professorial experience and teaching assistant credentials are finally going to pay off. Further, you might have hundreds of citations, and PhDs are sought after because of their subject matter expertise. Well, that is OK. All that hard work and discipline allows you to use your newly earned moniker and seek out additional opportunities, either within the scope of academia or corporate options. Wait, Wait, Wait, not so fast. If you are thinking of just strolling into the industry and immediately begin earning a six-figure salary, think again, my friend. <a href="https://circleid.com/posts/20211023-a-note-to-phds-transferring-from-academia-to-the-ml-industry" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Oct 23, 2021</li> <li>Comments: 0</li> <li>Views: 7,597</li> </ul> </div> <h3><a href="https://circleid.com/posts/20211011-realtimeml-email-recommendation-engine-part-v-sentiment-analysis">RealTimeML Email Recommendation Engine Part V: Sentiment Analysis</a></h3> <div class="byLine">Related Topics: <a href="/topics/email" class="red">Email</a>,</div> <p> In our continuing series on RealTime machine learning recommendations for email, we will discuss the importance of Sentiment Analysis in RealTime for Email. The initial feedback we've received from the field to develop a Sentiment Analysis model has been extraordinary. We initially want to dissect why we feel this model is essential, determine the components needed to serve real-time machine learning recommendations for higher engagement rates before the campaign send, and tailoring sentiment to the types of emails companies send. <a href="https://circleid.com/posts/20211011-realtimeml-email-recommendation-engine-part-v-sentiment-analysis" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Oct 11, 2021</li> <li>Comments: 0</li> <li>Views: 12,279</li> </ul> </div> <h3><a href="https://circleid.com/posts/20210903-mailchimp-not-quite-ready-from-primetimeml">MailChimp Not Quite Ready for PrimeTimeML</a></h3> <div class="byLine">Related Topics: <a href="/topics/email" class="red">Email</a>,</div> <p> With perhaps the most coveted valuation in the Email Industry at close to $10B, MailChimp is considered the most forward-thinking ESP on the planet boasting 12M customers, with outstanding brand recognition and an incredible leadership suite. But when it comes to installing RealTimeML, it's lollygagging mainly because it has not justified the actual value to productionalize RealTimeML across its client base. And also, because it is a challenge to execute! <a href="https://circleid.com/posts/20210903-mailchimp-not-quite-ready-from-primetimeml" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Sep 03, 2021</li> <li>Comments: 0</li> <li>Views: 9,528</li> </ul> </div> <h3><a href="https://circleid.com/posts/20210802-real-time-email-recommendation-engine-part-iv-image-optimization">Real-Time Email Recommendation Engine Part IV: Image Optimization</a></h3> <div class="byLine">Related Topics: <a href="/topics/email" class="red">Email</a>,  <a href="/topics/web" class="red">Web</a>,</div> <p> Before we dive into optimizing predictive analytics for images using #RealTimeML, at our neighborhood Email Service Provider, there are a few people we need to acknowledge. First, we would like to recognize the Stanford Digital Economy Lab and its managing director Christie Ko. Christie reached out to us to potentially write articles for them, and we talked about several topics in the world of Machine learning (ML). She found our blog here on CircleID and ... <a href="https://circleid.com/posts/20210802-real-time-email-recommendation-engine-part-iv-image-optimization" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Aug 02, 2021</li> <li>Comments: 0</li> <li>Views: 6,900</li> </ul> </div> <h3><a href="https://circleid.com/posts/20210706-email-recommendation-system-abstract-deployment-considerations">Email Recommendation System-Abstract: Deployment Considerations (Part III)</a></h3> <div class="byLine">Related Topics: <a href="/topics/email" class="red">Email</a>,</div> <p> Perhaps, one of the most thrilling moments of any machine learning project for a data science team is learning that they get to deploy the model in a production environment. However, this can be a daunting task or a simplified one, if all the tools are readily available. Machine-learning (ML) models "require" deployment to a production environment to deliver optimal business value, and the reality is that most models never make it to production. <a href="https://circleid.com/posts/20210706-email-recommendation-system-abstract-deployment-considerations" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Jul 06, 2021</li> <li>Comments: 0</li> <li>Views: 15,525</li> </ul> </div> <h3><a href="https://circleid.com/posts/20210621-part-ii-email-recommendation-engine-esps-text-length-optimization">Email Recommendation Engine for ESPs – Text Length Optimization (Part II)</a></h3> <div class="byLine">Related Topics: <a href="/topics/email" class="red">Email</a>,</div> <p> Popular email editors today have no way to optimize for text length. An email marketer may attempt to build her content but has no idea whether that content is optimized related to word count for a specific industry/client. As it relates only to text length, does the email have too many or too few words. Currently, there is no built-in predictive model to inform her. Well, until now. Last month we described an evolutionary real-time data-driven process for email campaign builders to have at their disposal. <a href="https://circleid.com/posts/20210621-part-ii-email-recommendation-engine-esps-text-length-optimization" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Jun 21, 2021</li> <li>Comments: 0</li> <li>Views: 15,149</li> </ul> </div> <h3><a href="https://circleid.com/posts/20210513-in-session-recommendation-engine-at-email-service-providers-part-i">Rumblings for an In-Session Recommendation Engine at Email Service Providers (Part I)</a></h3> <div class="byLine">Related Topics: <a href="/topics/email" class="red">Email</a>,</div> <p> Email Campaign builders (marketers) are flying blind. I know ESPs are genuinely timely about rolling out new products for their marketers, but there is a colossal gap in adopting data science and MLops into the email campaign building workflow. Even MailChimp does not seem to have the answer just yet, and half-baked attempts over the years to optimize the subject line haven't been inspiring. <a href="https://circleid.com/posts/20210513-in-session-recommendation-engine-at-email-service-providers-part-i" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>May 13, 2021</li> <li>Comments: 0</li> <li>Views: 16,635</li> </ul> </div> <h3><a href="https://circleid.com/posts/20210314-five-considerations-when-selecting-your-data-science-team">Five Considerations When Selecting Your Data Science Team</a></h3> <div class="byLine">Related Topics: <a href="/topics/data_center" class="red">Data Center</a>,</div> <p> The experience of interviewing a data scientist is like none other. Over the past year, we've interviewed more than 100 data scientists, and most, if not all, of them are brilliant. After all, they are a data scientist and have spent many years mastering their craft. The purpose of this post is to potentially assist technology leaders who are considering hiring a data scientist or a data science team. There are five items of consideration. <a href="https://circleid.com/posts/20210314-five-considerations-when-selecting-your-data-science-team" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Mar 14, 2021</li> <li>Comments: 0</li> <li>Views: 13,817</li> </ul> </div> <h3><a href="https://circleid.com/posts/20210104-machine-learning-operations-tooling-landscape-expands-to-300">The Machine Learning Operations Tooling Landscape Expands to 300</a></h3> <div class="byLine">Related Topics: <a href="/topics/data_center" class="red">Data Center</a>,</div> <p> Happy New Year! There is no scarcity of Machine Learning Operations products being introduced to the industry. Since June of 2020, over 84 new ML toolsets incorporating but not confined to All-in-One, data-pipeline, and model training applications were born. In this list of almost 300 MLOps tools, there are 180 startups. Out of these 180 startups, more than 60 raised capital in 2020, and about two-thirds are fixated on data-pipelines and modeling-training. <a href="https://circleid.com/posts/20210104-machine-learning-operations-tooling-landscape-expands-to-300" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Jan 05, 2021</li> <li>Comments: 0</li> <li>Views: 9,633</li> </ul> </div> <h3><a href="https://circleid.com/posts/20201102-the-future-of-work-crisscrossing-ai">Criss-Crossing AI With the Future of Work</a></h3> <div class="byLine">Related Topics: <a href="/topics/artificial-intelligence" class="red">Artificial Intelligence</a>,  <a href="/topics/web" class="red">Web</a>,</div> <p> Every few years; some self-proclaimed academic imparts an article on the future of work, with conflicting information from various experts leaving many uncertain about its impact on jobs, skills, and wages. In less than a year, these same scholars will be writing about the "future of labor," and given the speed of innovation, by the time these articles are published, they will be made obsolete. <a href="https://circleid.com/posts/20201102-the-future-of-work-crisscrossing-ai" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Nov 02, 2020</li> <li>Comments: 0</li> <li>Views: 10,633</li> </ul> </div> <h3><a href="https://circleid.com/posts/20201018-ai-initiatives-us-post-office-final-rethink-before-we-dissolve-it">AI Initiatives at the US Post Office: Final Rethink Before We Dissolve It!</a></h3> <div class="byLine">Related Topics: <a href="/topics/artificial-intelligence" class="red">Artificial Intelligence</a>,  <a href="/topics/policy_regulation" class="red">Policy & Regulation</a>,  <a href="/topics/web" class="red">Web</a>,</div> <p> MIT released a comical study in May of 2020 on the historical innovation accomplishments, and the potential logistical endeavors brought to light by the beleaguered United States Postal Service. The apparent scholarly article cited several technological implementations and employee empowered frameworks that could define the USPS's plight over the next five years. These frameworks, through FY2025, mention a postal-banking initiative and two AI autonomous vehicles initiatives. <a href="https://circleid.com/posts/20201018-ai-initiatives-us-post-office-final-rethink-before-we-dissolve-it" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Oct 18, 2020</li> <li>Comments: 0</li> <li>Views: 11,237</li> </ul> </div> <h3><a href="https://circleid.com/posts/meet-my-friend-marlowe-shes-dopamine-for-authors">Meet My Friend Marlowe, She’s Dopamine for Authors</a></h3> <div class="byLine">Related Topics: <a href="/topics/artificial-intelligence" class="red">Artificial Intelligence</a>,  <a href="/topics/web" class="red">Web</a>,</div> <p> We all have a creative side, so consider meeting my friend Marlowe if you are an aspiring author. Authors.ai is a relatively new web property directly related to enhancing your novel's success or manuscript using Artificial Intelligence. Practically, Marlowe (the intelligent AI engine) reads and writes manuscripts in under an hour. Marlowe is labeled as a self-editing tool but's it is much more nuanced. <a href="https://circleid.com/posts/meet-my-friend-marlowe-shes-dopamine-for-authors" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Oct 12, 2020</li> <li>Comments: 0</li> <li>Views: 8,111</li> </ul> </div> <h3><a href="https://circleid.com/posts/20201008-your-ai-strategy-canvas-part-2">Your AI Strategy Canvas: Part 2</a></h3> <div class="byLine">Related Topics: <a href="/topics/artificial-intelligence" class="red">Artificial Intelligence</a>,  <a href="/topics/policy_regulation" class="red">Policy & Regulation</a>,  <a href="/topics/web" class="red">Web</a>,</div> <p> The AI Strategy course at UC Berkeley has come to an abrupt end, but formal learnings in AI will continue. I want to thank professors at UC Berkeley, Alberto Todeschini, Ph.D., and Stuart Russell, who developed a comprehensive course to implement AI in business. After three certificates, Alberto has encouraged me to pursue a master's in Artificial Intelligence. My wife and I are contemplating this next step. <a href="https://circleid.com/posts/20201008-your-ai-strategy-canvas-part-2" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Oct 09, 2020</li> <li>Comments: 0</li> <li>Views: 7,093</li> </ul> </div> <h3><a href="https://circleid.com/posts/20201001-your-future-is-scripted-china-ai-race-for-digital-authoritarianism">Your Future is Scripted! China, AI and the Race for Digital Authoritarianism</a></h3> <div class="byLine">Related Topics: <a href="/topics/artificial-intelligence" class="red">Artificial Intelligence</a>,  <a href="/topics/internet_governance" class="red">Internet Governance</a>,</div> <p> The race for digital authoritarianism between China and the US is now exceedingly stark. It is a race with enormous implications for the management of humankind, (yes I said it) and the respected doctrines of our human rights and freedoms. Everything we care about today as freedom-loving citizens will be transformed by AI, from access to healthcare to economic status and, more importantly, your ability to serve. <a href="https://circleid.com/posts/20201001-your-future-is-scripted-china-ai-race-for-digital-authoritarianism" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Oct 01, 2020</li> <li>Comments: 0</li> <li>Views: 8,131</li> </ul> </div> <h3><a href="https://circleid.com/posts/20200927-your-ai-strategy-canvas-part-one">Your AI Strategy Canvas: Part 1</a></h3> <div class="byLine">Related Topics: <a href="/topics/artificial-intelligence" class="red">Artificial Intelligence</a>,  <a href="/topics/cloud_computing" class="red">Cloud Computing</a>,  <a href="/topics/data_center" class="red">Data Center</a>,  <a href="/topics/networks" class="red">Networks</a>,</div> <p> As the final project of my UC Berkeley School of Information course in Artificial Intelligence strategies, we had to submit an AI strategy canvas. Today, I will attempt to share important aspects of the canvas, so you and your team may have a template to work from and consider. Let's begin. We will look at both a strategy and operations perspective both internally and externally. Part one will include Internal and Operational Strategies, while Part II will examine external processes, threats, and procedures. <a href="https://circleid.com/posts/20200927-your-ai-strategy-canvas-part-one" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Sep 27, 2020</li> <li>Comments: 0</li> <li>Views: 11,399</li> </ul> </div> <h3><a href="https://circleid.com/posts/20200921-ai-musings-using-image-classification-creatively">AI Musings: Using Image Classification Creatively and the Coming Collision in City Centers</a></h3> <div class="byLine">Related Topics: <a href="/topics/internet_of_things" class="red">Internet of Things</a>,</div> <p> Within this supercycle of digital innovation, we are experiencing globally; AI is revolutionizing business both in predictable and unpredictable ways. With an expectation of more than $20 trillion added to the global economy by 2030, the impact of AI on business is real. While most of the patents and citations are still coming from the US, China is rapidly gaining citations. <a href="https://circleid.com/posts/20200921-ai-musings-using-image-classification-creatively" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Sep 21, 2020</li> <li>Comments: 0</li> <li>Views: 7,387</li> </ul> </div> <h3><a href="https://circleid.com/posts/20200909-defining-kpis-to-measure-the-success-of-your-ai-strategy">Defining KPIs to Measure the Success of Your AI Strategy</a></h3> <div class="byLine">Related Topics: <a href="/topics/data_center" class="red">Data Center</a>,  <a href="/topics/web" class="red">Web</a>,</div> <p> KPIs are industry-specific and should be aligned carefully with your AI strategy. My course at UC Berkeley drills down heavily on how to define success when implementing your AI strategy, and measurement, like anything else, is the top priority. One technique that can potentially be used in your organization as you embark on your AI strategy is to use the SMART method for KPIs. SMART stands for Specific, Measurable, Attainable, Relevant, and Time-Sensitive. <a href="https://circleid.com/posts/20200909-defining-kpis-to-measure-the-success-of-your-ai-strategy" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Sep 08, 2020</li> <li>Comments: 0</li> <li>Views: 10,870</li> </ul> </div> <h3><a href="https://circleid.com/posts/20200817-implementing-nlp-in-your-smb-organization-now-or-never">Implementing Natural Language Processing in Your SMB Organization: Now or Never!</a></h3> <div class="byLine">Related Topics: <a href="/topics/email" class="red">Email</a>,  <a href="/topics/web" class="red">Web</a>,</div> <p> If you have already adopted AI in your small or mid-size organization, congratulations. If not, the urgency of adopting should be a top priority. You will become a laggard and most likely obsolete given the supercycle of innovation we are currently in. Implementing AI is quite different from other organization-wide strategies because it involves highly specific characteristics and expert resource pools that SMBs might not be able to access. <a href="https://circleid.com/posts/20200817-implementing-nlp-in-your-smb-organization-now-or-never" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Aug 17, 2020</li> <li>Comments: 3</li> <li>Views: 10,119</li> </ul> </div> <h3><a href="https://circleid.com/posts/20200710-macro-musings-for-digital-strategies-using-unstructured-data">Macro Musings for Digital Strategies Using Unstructured Data</a></h3> <div class="byLine">Related Topics: <a href="/topics/artificial-intelligence" class="red">Artificial Intelligence</a>,  <a href="/topics/web" class="red">Web</a>,</div> <p> When Doug Dawson wrote his article in February on Artificial Intelligence, he felt that #ai is saddled with too much hype as is its current counterpart, 5G. Certainly, there is a great deal of technology out there that deserves the hype and others that do not. After receiving a certification (Intro to AI) from IBM (while using Watson), I'm here to share that artificial intelligence, and its subsets of machine learning and deep learning definitely deserve a soundbite. <a href="https://circleid.com/posts/20200710-macro-musings-for-digital-strategies-using-unstructured-data" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Jul 11, 2020</li> <li>Comments: 1</li> <li>Views: 10,226</li> </ul> </div> <h3><a href="https://circleid.com/posts/20170909_lessons_learned_from_harvey_and_irma">Lessons Learned from Harvey and Irma</a></h3> <div class="byLine">Related Topics: <a href="/topics/cybercrime" class="red">Cybercrime</a>,  <a href="/topics/dns" class="red">DNS</a>,  <a href="/topics/domain_names" class="red">Domain Names</a>,</div> <p> One of the most intense natural disasters in American history occurred last week...You may wish to donate or get involved with hurricane Harvey relief to help the afflicted. That's great, but as we all know, we should be wary of who we connect with online... The FTC warned last week that there are many active relief scams in progress and noted that there always seems to be a spike in registration of bogus domains. <a href="https://circleid.com/posts/20170909_lessons_learned_from_harvey_and_irma" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Sep 09, 2017</li> <li>Comments: 0</li> <li>Views: 14,858</li> </ul> </div> <h3><a href="https://circleid.com/posts/20170717_apt_the_cancer_within">APT: The Cancer Within</a></h3> <div class="byLine">Related Topics: <a href="/topics/cyberattack" class="red">Cyberattack</a>,  <a href="/topics/cybersecurity" class="red">Cybersecurity</a>,  <a href="/topics/networks" class="red">Networks</a>,</div> <p> Unless you have a team employing the latest proactive threat-hunting techniques, the stealthy Advanced Persistent Threat (APT) hiding in your network can pass by completely unnoticed. There are as many definitions of APT as experts writing about the topic, so let's boil it down to the simple essentials: APTs are usually implanted and maintained by a team of malicious actors with the intention of living long term in your network while extracting valuable private information. <a href="https://circleid.com/posts/20170717_apt_the_cancer_within" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Jul 17, 2017</li> <li>Comments: 0</li> <li>Views: 6,669</li> </ul> </div> <h3><a href="https://circleid.com/posts/20161010_cloud_based_interest_in_email_infrastructure_grows_35_in_q3">Interest in Cloud-Based Email Infrastructure Grows by 35% in 3rd Quarter of 2016</a></h3> <div class="byLine">Related Topics: <a href="/topics/cloud_computing" class="red">Cloud Computing</a>,  <a href="/topics/email" class="red">Email</a>,</div> <p> Cloud-based interest in email infrastructure trended up this past quarter. Port25, a Message Systems Company, tracks cloud-based interest (CBIs) among large volume senders based on evaluation and purchase requests received, in conjunction with overall site engagement. In Q3, CBIs on Port25's website grew by 34.97% over Q2, to a total of 48.2% of unique evaluation and purchase requests. <a href="https://circleid.com/posts/20161010_cloud_based_interest_in_email_infrastructure_grows_35_in_q3" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Oct 11, 2016</li> <li>Comments: 0</li> <li>Views: 10,877</li> </ul> </div> <h3><a href="https://circleid.com/posts/20160607_growing_interest_abroad_for_cloud_based_email_infrastructure">Growing Interest Abroad for Cloud-Based Email Infrastructure</a></h3> <div class="byLine">Related Topics: <a href="/topics/cloud_computing" class="red">Cloud Computing</a>,  <a href="/topics/email" class="red">Email</a>,</div> <p> Between September of 2015 and May 2016, (last 8 months) Port25 saw almost a 30 percent jump in new cloud-based email infrastructure interest outside the United States... While most of the influential senders are not abandoning on-premises mail transfer agent (MTA) solutions, many are looking to cloud infrastructure for managing higher-volumes by bifurcating individual email streams to the cloud. <a href="https://circleid.com/posts/20160607_growing_interest_abroad_for_cloud_based_email_infrastructure" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Jun 07, 2016</li> <li>Comments: 0</li> <li>Views: 9,473</li> </ul> </div> <h3><a href="https://circleid.com/posts/20160523_marketos_path_to_being_acquired">Marketo’s Path to Being Acquired</a></h3> <div class="byLine">Related Topics: <a href="/topics/email" class="red">Email</a>,</div> <p> Happy Early Memorial Day. Once an ESP or marketing automation company declares itself for sale, there seems to be a mass exodus by investors, which sends up a red flag, (well in this case, a red & white striped flag). This past week there were rumblings about the potential suitors for Marketo. While it is rumored that German company SAP is the front-runner, there are many other potential suitors circling the marketing automation software company. <a href="https://circleid.com/posts/20160523_marketos_path_to_being_acquired" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>May 23, 2016</li> <li>Comments: 0</li> <li>Views: 13,151</li> </ul> </div> <h3><a href="https://circleid.com/posts/20160313_perfect_storm_brewing_at_esps_amidst_growing_powermta_admin_crisis">Perfect Storm Brewing at ESPs Amidst Growing PowerMTA Admin Crisis</a></h3> <div class="byLine">Related Topics: <a href="/topics/email" class="red">Email</a>,</div> <p> Sometimes, a software company is as much about people as it is about technology. Who says PowerMTA admins don't have influence? Not only are they the influencers of our brand [Port25] they are also the main influencers and decision-makers when it comes to purchasing decisions. <a href="https://circleid.com/posts/20160313_perfect_storm_brewing_at_esps_amidst_growing_powermta_admin_crisis" class="red"><span class="readmore">more</span></a> </p> <div class="postInfo pipedLinks"> <ul> <li>By <a href="https://circleid.com/members/7805" class="blue">Fred Tabsharani</a></li> <li>Mar 14, 2016</li> <li>Comments: 0</li> <li>Views: 10,884</li> </ul> </div> <h3><a href="https://circleid.com/posts/20160306_macro_observations_facing_email_infrastructure">Macro Observations Facing Email Infrastructure</a></h3> <div class="byLine">Related Topics: <a href="/topics/email" class="red">Email</a>,</div> <p> Last month I attended the 36th annual M<sup>3</sup>AAWG conference in San Francisco, where esteemed members of the online messaging and anti-abuse community come together to make the Internet a safer and more secure environment. The sending community is highly influential especially among Email Service Providers (ESPs) and truly dominated the two-macro conversations that I participated in. 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