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#unstructureddata

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ResearchBuzz: Firehose<p>Harvard Business Review: To Create Value with AI, Improve the Quality of Your Unstructured Data. “Most companies have not done well with the quality of structured data, even as this data is used every day to complete business transactions and understand performance. Unstructured data is tougher. The last serious attempts to address unstructured data date to the 1990s and 2000s when knowledge […]</p><p><a href="https://rbfirehose.com/2025/05/31/harvard-business-review-to-create-value-with-ai-improve-the-quality-of-your-unstructured-data/" class="" rel="nofollow noopener" target="_blank">https://rbfirehose.com/2025/05/31/harvard-business-review-to-create-value-with-ai-improve-the-quality-of-your-unstructured-data/</a></p>
Matasoft<p>📝 Drowning in text data? (Un)Perplexed Spready excels at analyzing customer feedback, reviews, survey responses, product descriptions and other text-heavy datasets. Extract sentiments, categorize themes or products, and summarize key points without manual reading. Let AI be your text analysis expert! 📚<br><a href="https://matasoft.hr/qtrendcontrol/index.php/un-perplexed-spready" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">matasoft.hr/qtrendcontrol/inde</span><span class="invisible">x.php/un-perplexed-spready</span></a> </p><p><a href="https://mstdn.business/tags/TextAnalytics" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TextAnalytics</span></a> <a href="https://mstdn.business/tags/NLProcessing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>NLProcessing</span></a> <a href="https://mstdn.business/tags/SpreadsheetRevolution" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SpreadsheetRevolution</span></a> <a href="https://mstdn.business/tags/AIAdvantage" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AIAdvantage</span></a>&nbsp;<a href="https://mstdn.business/tags/UserExperience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UserExperience</span></a> <a href="https://mstdn.business/tags/IntuitiveTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>IntuitiveTech</span></a>&nbsp;<a href="https://mstdn.business/tags/AICapabilities" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AICapabilities</span></a> <a href="https://mstdn.business/tags/SmartSpreadsheets" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SmartSpreadsheets</span></a><br><a href="https://mstdn.business/tags/UnstructuredData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UnstructuredData</span></a> <a href="https://mstdn.business/tags/AIAnalytics" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AIAnalytics</span></a>&nbsp; <a href="https://mstdn.business/tags/Data" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Data</span></a></p>
Matasoft<p>👀 Familiar interface, revolutionary capabilities! (Un)Perplexed Spready maintains the spreadsheet experience you know while adding powerful AI functions. No steep learning curve-just start typing =PERPLEXITY or =ASK_LOCAL in any cell and watch AI transform your workflow! User-friendly innovation awaits. 🎯<br><a href="https://matasoft.hr/qtrendcontrol/index.php/un-perplexed-spready" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">matasoft.hr/qtrendcontrol/inde</span><span class="invisible">x.php/un-perplexed-spready</span></a> </p><p><a href="https://mstdn.business/tags/UserExperience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UserExperience</span></a> <a href="https://mstdn.business/tags/IntuitiveTech" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>IntuitiveTech</span></a>&nbsp;<a href="https://mstdn.business/tags/AICapabilities" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AICapabilities</span></a> <a href="https://mstdn.business/tags/SmartSpreadsheets" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SmartSpreadsheets</span></a><br><a href="https://mstdn.business/tags/UnstructuredData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UnstructuredData</span></a> <a href="https://mstdn.business/tags/AIAnalytics" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AIAnalytics</span></a>&nbsp; <a href="https://mstdn.business/tags/DataAutomation" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataAutomation</span></a> <a href="https://mstdn.business/tags/TimeEfficiency" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TimeEfficiency</span></a> <a href="https://mstdn.business/tags/MarketAnalysis" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MarketAnalysis</span></a> <a href="https://mstdn.business/tags/BusinessIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>BusinessIntelligence</span></a></p>
Matasoft<p>💪 Experience the POWER of AI directly in your spreadsheets! (Un)Perplexed Spready brings enterprise-grade language models right to your cells-summarizing paragraphs, analyzing sentiments, extracting key data points, and generating creative content. Your spreadsheet just became the smartest tool in your arsenal! 🧠<br><a href="https://matasoft.hr/qtrendcontrol/index.php/un-perplexed-spready" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">matasoft.hr/qtrendcontrol/inde</span><span class="invisible">x.php/un-perplexed-spready</span></a> </p><p><a href="https://mstdn.business/tags/AICapabilities" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AICapabilities</span></a> <a href="https://mstdn.business/tags/SmartSpreadsheets" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SmartSpreadsheets</span></a><br><a href="https://mstdn.business/tags/UnstructuredData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UnstructuredData</span></a> <a href="https://mstdn.business/tags/AIAnalytics" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AIAnalytics</span></a>&nbsp; <a href="https://mstdn.business/tags/DataAutomation" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataAutomation</span></a> <a href="https://mstdn.business/tags/TimeEfficiency" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TimeEfficiency</span></a> <a href="https://mstdn.business/tags/MarketAnalysis" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MarketAnalysis</span></a> <a href="https://mstdn.business/tags/BusinessIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>BusinessIntelligence</span></a>&nbsp;<a href="https://mstdn.business/tags/AIFlexibility" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AIFlexibility</span></a> <a href="https://mstdn.business/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AI</span></a></p>
Matasoft<p>🧩➡️📊 Turn chaotic, unstructured data into organized insights! (Un)Perplexed Spready understands context and meaning in text fields, customer feedback, and product descriptions. Let AI extract, categorize, and analyze information that traditional formulas can't handle. Structure emerges from chaos! ✨<br><a href="https://matasoft.hr/qtrendcontrol/index.php/un-perplexed-spready/un-perplexed-spready-various-articles/138-transform-your-workflow-with-un-perplexed-spready-the-ai-powered-spreadsheet-revolution" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">matasoft.hr/qtrendcontrol/inde</span><span class="invisible">x.php/un-perplexed-spready/un-perplexed-spready-various-articles/138-transform-your-workflow-with-un-perplexed-spready-the-ai-powered-spreadsheet-revolution</span></a> </p><p><a href="https://mstdn.business/tags/UnstructuredData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UnstructuredData</span></a> <a href="https://mstdn.business/tags/AIAnalytics" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AIAnalytics</span></a>&nbsp; <a href="https://mstdn.business/tags/DataAutomation" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataAutomation</span></a> <a href="https://mstdn.business/tags/TimeEfficiency" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TimeEfficiency</span></a> <a href="https://mstdn.business/tags/MarketAnalysis" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MarketAnalysis</span></a> <a href="https://mstdn.business/tags/BusinessIntelligence" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>BusinessIntelligence</span></a>&nbsp;<a href="https://mstdn.business/tags/AIFlexibility" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AIFlexibility</span></a> <a href="https://mstdn.business/tags/AffordableAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AffordableAI</span></a> <a href="https://mstdn.business/tags/ValueForMoney" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ValueForMoney</span></a>&nbsp;<a href="https://mstdn.business/tags/FreeTrial" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>FreeTrial</span></a> <a href="https://mstdn.business/tags/AITools" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AITools</span></a>&nbsp;<a href="https://mstdn.business/tags/LocalAI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LocalAI</span></a></p>
Ricardo<p>Yesterday’s Unstructured Data Meetup at AWS GenAI Loft was a deep dive into the future of unstructured data and AI. I loved how Stefan Webb’s session on Milvus 2.5 reimagined search strategies, while Arnab Sinha &amp; Jean Malha’s demo of Bedrock Data Automation made processing data feel effortless. And Anushrut Gupta’s talk on PromptQL? Absolutely game-changing.<br>How do you see these innovations reshaping our data workflows?<br><a href="https://mastodon.social/tags/UnstructuredData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UnstructuredData</span></a> <a href="https://mastodon.social/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AI</span></a> <a href="https://mastodon.social/tags/TechInnovation" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TechInnovation</span></a></p>
doctorambient<p>I know that it is popular to completely hate on <a href="https://mastodon.social/tags/LLMs" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LLMs</span></a> but when used for the right task, they do work very well. *Very* well.</p><p><a href="https://mastodon.social/tags/ai" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ai</span></a> <a href="https://mastodon.social/tags/machinelearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>machinelearning</span></a> <a href="https://mastodon.social/tags/llm" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>llm</span></a> <a href="https://mastodon.social/tags/annotations" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>annotations</span></a> <a href="https://mastodon.social/tags/annotation" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>annotation</span></a> <a href="https://mastodon.social/tags/metadataextraction" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>metadataextraction</span></a> <a href="https://mastodon.social/tags/unstructureddata" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>unstructureddata</span></a> to <a href="https://mastodon.social/tags/structureddata" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>structureddata</span></a></p>
Paco Xander Nathan<p>Join me for a talk about "How To Construct Knowledge Graphs from Unstructured Data" hosted by GraphGeeks.org</p><p><a href="https://live.zoho.com/PBOB6fvr6c" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">live.zoho.com/PBOB6fvr6c</span><span class="invisible"></span></a><br>Wed Aug 14, 09:00 US Pacific</p><p>We'll walk you through the broader practices of building and updating knowledge graphs, while leveraging open source libraries for state-of-the-art tooling (hint: lots of transformer models, not LLMs).</p><p><a href="https://mastodon.green/tags/ERKG" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ERKG</span></a> <a href="https://mastodon.green/tags/KnowledgeGraph" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>KnowledgeGraph</span></a> <a href="https://mastodon.green/tags/UnstructuredData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UnstructuredData</span></a> <a href="https://mastodon.green/tags/DataScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataScience</span></a> <a href="https://mastodon.green/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MachineLearning</span></a> <a href="https://mastodon.green/tags/TechWorkshops" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>TechWorkshops</span></a></p>
Jesus Castagnetto 🇵🇪<p>"Researchers at <a href="https://mastodon.social/tags/Stanford" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Stanford</span></a> Introduce <a href="https://mastodon.social/tags/SUQL" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SUQL</span></a>: A Formal Query Language for Integrating Structured and Unstructured <a href="https://mastodon.social/tags/Data" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Data</span></a>" </p><p><a href="https://www.marktechpost.com/2024/05/04/researchers-at-stanford-introduce-suql-a-formal-query-language-for-integrating-structured-and-unstructured-data/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">marktechpost.com/2024/05/04/re</span><span class="invisible">searchers-at-stanford-introduce-suql-a-formal-query-language-for-integrating-structured-and-unstructured-data/</span></a></p><p>See paper at: <a href="https://arxiv.org/abs/2311.09818" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">arxiv.org/abs/2311.09818</span><span class="invisible"></span></a>, and code at: <a href="https://github.com/stanford-oval/suql" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">github.com/stanford-oval/suql</span><span class="invisible"></span></a></p><p><a href="https://mastodon.social/tags/UnstructuredData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UnstructuredData</span></a> <a href="https://mastodon.social/tags/LLM" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LLM</span></a> <a href="https://mastodon.social/tags/StructuredData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>StructuredData</span></a></p>
Alex Jimenez<p>The Data Differentiator: Unlocking The Power Of <a href="https://mas.to/tags/UnstructuredData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UnstructuredData</span></a> To Fuel <a href="https://mas.to/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AI</span></a> </p><p><a href="https://www.forbes.com/sites/forbestechcouncil/2024/02/20/the-data-differentiator-unlocking-the-power-of-unstructured-data-to-fuel-ai/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">forbes.com/sites/forbestechcou</span><span class="invisible">ncil/2024/02/20/the-data-differentiator-unlocking-the-power-of-unstructured-data-to-fuel-ai/</span></a></p><p><a href="https://mas.to/tags/DigitalTransformation" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DigitalTransformation</span></a></p>
ohalo<p>Discovery + Classification + ROT:</p><p>💡With most enterprise data being Redundant, Obsolete, or Trivial (<a href="https://mastodon.social/tags/ROT" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ROT</span></a>), it's time for a cleanup! Data X-Ray offers a sleek solution:<br>1️⃣ Detect duplicates within your data sources.<br>2️⃣ Identify and manage obsolete files.<br>3️⃣ Say goodbye to trivial data clutter.</p><p>Get ready for clearer, more secure, and cost-effective data management <a href="https://bit.ly/49WDHn7" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="">bit.ly/49WDHn7</span><span class="invisible"></span></a> 🚀</p><p><a href="https://mastodon.social/tags/DataManagement" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataManagement</span></a> <a href="https://mastodon.social/tags/DataXRay" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataXRay</span></a> <a href="https://mastodon.social/tags/ROT" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ROT</span></a> <a href="https://mastodon.social/tags/UnstructuredData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UnstructuredData</span></a></p>
Sherbs<p><span class="h-card"><a href="https://mastodon.gamedev.place/@stephensmith" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>stephensmith</span></a></span> With the exponential expansion of info locked up in unstructured data in the form of images, video, audio, documents, using the traditional monolithic data warehouse based on system generated normalised data to gain organisational insights (via the so-called Inmon method) became rather outmoded <a href="https://mastodonapp.uk/tags/DataLakes" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataLakes</span></a> <a href="https://mastodonapp.uk/tags/DataWarehouse" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataWarehouse</span></a> <a href="https://mastodonapp.uk/tags/UnstructuredData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UnstructuredData</span></a></p>
Sherbs<p><span class="h-card"><a href="https://mastodon.gamedev.place/@stephensmith" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>stephensmith</span></a></span> data warehouses store _structured_ data i.e. traditional, rigid table / row / columnar information usually produced by systems, for purposes of read-heavy analytics processing, e.g. customer data with cust id, address lines, name, forename, phone numbers, etc; data _lakes_ allow mass storage of _unstructured_ data, usually generated by humans, also for the purposes of analytics processing. <a href="https://mastodonapp.uk/tags/DataLakes" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataLakes</span></a> <a href="https://mastodonapp.uk/tags/DataWarehouse" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataWarehouse</span></a> <a href="https://mastodonapp.uk/tags/UnstructuredData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UnstructuredData</span></a></p>
Itamar Medeiros<p>The explosion of <a href="https://mastodon.social/tags/UnstructuredData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UnstructuredData</span></a> and the diversity in <a href="https://mastodon.social/tags/DataTypes" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataTypes</span></a> is bringing a host of new challenges for <a href="https://mastodon.social/tags/ITDepartments" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ITDepartments</span></a> and <a href="https://mastodon.social/tags/DataStorage" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataStorage</span></a> professionals, including escalating storage and <a href="https://mastodon.social/tags/BackupCosts" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>BackupCosts</span></a>, management complexity, <a href="https://mastodon.social/tags/SecurityRisks" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SecurityRisks</span></a>, and an opportunity gap from hindered visibility.<br>We need new, smart <a href="https://mastodon.social/tags/analytics" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>analytics</span></a> and <a href="https://mastodon.social/tags/metrics" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>metrics</span></a> that help us understanding data and involving application owners and department and <a href="https://mastodon.social/tags/BusinessStakeholders" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>BusinessStakeholders</span></a> in <a href="https://mastodon.social/tags/DataManagement" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataManagement</span></a> decisions. <br><a href="https://flip.it/ZC1uAP" rel="nofollow noopener" target="_blank"><span class="invisible">https://</span><span class="">flip.it/ZC1uAP</span><span class="invisible"></span></a></p>
Alex Jimenez<p>How to get structure from <a href="https://mas.to/tags/UnstructuredData" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>UnstructuredData</span></a>, via <a href="https://mas.to/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AI</span></a>/ <a href="https://mas.to/tags/ML" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ML</span></a> analytics to create new records, selecting object data via <a href="https://mas.to/tags/SQL" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SQL</span></a> and storing unstructured files in <a href="https://mas.to/tags/NoSQL" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>NoSQL</span></a> formats</p><p><a href="https://mas.to/tags/DataAnalytics" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataAnalytics</span></a> <a href="https://mas.to/tags/Data" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Data</span></a> <a href="https://mas.to/tags/mst" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>mst</span></a> </p><p><a href="https://buff.ly/3XcDiGP" rel="nofollow noopener" target="_blank"><span class="invisible">https://</span><span class="">buff.ly/3XcDiGP</span><span class="invisible"></span></a></p>
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