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#conformalprediction

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Valeriy M., PhD, MBA, CQF<p>My article 'Why Financial Models Need Calibration Now More Than Ever' has been published on Medium.</p><p><a href="https://sigmoid.social/tags/calibration" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>calibration</span></a> <a href="https://sigmoid.social/tags/conformalprediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>conformalprediction</span></a> <a href="https://sigmoid.social/tags/finance" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>finance</span></a></p>
Valeriy M., PhD, MBA, CQF<p>Are we finally at the tipping point where uncertainty-aware AI gets the recognition it deserves? </p><p><a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://sigmoid.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://sigmoid.social/tags/ConformalPrediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ConformalPrediction</span></a> <a href="https://sigmoid.social/tags/TuringAward" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TuringAward</span></a> <a href="https://sigmoid.social/tags/TrustworthyAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TrustworthyAI</span></a></p>
Valeriy M., PhD, MBA, CQF<p>Don’t miss this chance to level up your predictive modeling skills!</p><p>🔗 Grab the deal now<br>⏳ Offer vanishes after March 17th!</p><p><a href="https://sigmoid.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://sigmoid.social/tags/ConformalPrediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ConformalPrediction</span></a> <a href="https://sigmoid.social/tags/StPatricksDay" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>StPatricksDay</span></a> <a href="https://sigmoid.social/tags/FlashSale" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>FlashSale</span></a></p>
Valeriy M., PhD, MBA, CQF<p>Dive into the future of forecasting right here: <a href="https://github.com/nci/scores" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="">github.com/nci/scores</span><span class="invisible"></span></a></p><p>Huge kudos to the NCI team—this is truly a game-changer for the global tech community!</p><p><a href="https://sigmoid.social/tags/timeseries" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>timeseries</span></a> <a href="https://sigmoid.social/tags/forecasting" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>forecasting</span></a> <a href="https://sigmoid.social/tags/conformalprediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>conformalprediction</span></a></p>
Valeriy M., PhD, MBA, CQF<p>Are you still **long Bayesianism**, or are you ready to embrace the **Conformal Era**? 🚀📈 </p><p><a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://sigmoid.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://sigmoid.social/tags/ConformalPrediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ConformalPrediction</span></a> <a href="https://sigmoid.social/tags/Bayesianism" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Bayesianism</span></a> <a href="https://sigmoid.social/tags/Trading" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Trading</span></a> <a href="https://sigmoid.social/tags/Uncertainty" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Uncertainty</span></a> <a href="https://sigmoid.social/tags/Finance" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Finance</span></a> <a href="https://sigmoid.social/tags/TheTradeOfTheCentury" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TheTradeOfTheCentury</span></a> </p><p>---</p><p>Let me know if you want any refinements or a different angle! 🚀</p>
Valeriy M., PhD, MBA, CQF<p>Curious to hear your thoughts—how important is **uncertainty quantification** in your field? 🤔 </p><p><a href="https://sigmoid.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://sigmoid.social/tags/UncertaintyQuantification" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>UncertaintyQuantification</span></a> <a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://sigmoid.social/tags/DeepLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DeepLearning</span></a> <a href="https://sigmoid.social/tags/Imaging" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Imaging</span></a> <a href="https://sigmoid.social/tags/ConformalPrediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ConformalPrediction</span></a> <a href="https://sigmoid.social/tags/PoissonImaging" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>PoissonImaging</span></a> <a href="https://sigmoid.social/tags/Research" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Research</span></a></p>
Valeriy M., PhD, MBA, CQF<p>Let’s discuss how it’s shaping the future of trustworthy AI! 👇 </p><p><a href="https://sigmoid.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://sigmoid.social/tags/ConformalPrediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ConformalPrediction</span></a> <a href="https://sigmoid.social/tags/AnomalyDetection" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AnomalyDetection</span></a> <a href="https://sigmoid.social/tags/ResponsibleAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ResponsibleAI</span></a> <a href="https://sigmoid.social/tags/UncertaintyQuantification" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>UncertaintyQuantification</span></a></p>
Valeriy M., PhD, MBA, CQF<p>Are you already using conformal prediction in your AI models? Let’s discuss in the comments! 👇 </p><p><a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://sigmoid.social/tags/RegulatoryAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>RegulatoryAI</span></a> <a href="https://sigmoid.social/tags/ConformalPrediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ConformalPrediction</span></a> <a href="https://sigmoid.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://sigmoid.social/tags/FDA" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>FDA</span></a> <a href="https://sigmoid.social/tags/UncertaintyQuantification" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>UncertaintyQuantification</span></a> <a href="https://sigmoid.social/tags/DrugDevelopment" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DrugDevelopment</span></a> <a href="https://sigmoid.social/tags/Biotech" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Biotech</span></a> <a href="https://sigmoid.social/tags/ArtificialIntelligence" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ArtificialIntelligence</span></a></p>
Valeriy M., PhD, MBA, CQF<p>The real lesson here? **Question default “best practices”**—because many of them exist not because they’re good, but because they’re easy to copy-paste into a framework. </p><p><a href="https://sigmoid.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://sigmoid.social/tags/ConformalPrediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ConformalPrediction</span></a> <a href="https://sigmoid.social/tags/PlattScaling" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>PlattScaling</span></a> <a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://sigmoid.social/tags/ScikitLearn" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ScikitLearn</span></a> <a href="https://sigmoid.social/tags/Calibration" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Calibration</span></a></p>
Valeriy M., PhD, MBA, CQF<p>🔗 *What are your thoughts on incorporating uncertainty-aware models in healthcare?* 💬👇</p><p><a href="https://sigmoid.social/tags/GenomicMedicine" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>GenomicMedicine</span></a> <a href="https://sigmoid.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://sigmoid.social/tags/ConformalPrediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ConformalPrediction</span></a> <a href="https://sigmoid.social/tags/HealthcareInnovation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>HealthcareInnovation</span></a> <a href="https://sigmoid.social/tags/ExplainableAI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ExplainableAI</span></a></p><p>---</p><p>Would you like any adjustments, or does this fit your vision?</p>
Valeriy M., PhD, MBA, CQF<p>If your risk framework assumes symmetry and underestimates fat tails, you’re already playing a losing game. </p><p>Time to upgrade. <a href="https://sigmoid.social/tags/ConformalPrediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ConformalPrediction</span></a> and more robust uncertainty quantification methods are the future. Risk isn’t static, and neither should your models be.</p>
Valeriy M., PhD, MBA, CQF<p>As the world moves toward **6G**, **conformal prediction** will play a critical role in enabling **reliable, accurate forecasting** for next-gen technologies!</p><p><a href="https://sigmoid.social/tags/ConformalPrediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ConformalPrediction</span></a> <a href="https://sigmoid.social/tags/6G" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>6G</span></a> <a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://sigmoid.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://sigmoid.social/tags/UncertaintyQuantification" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>UncertaintyQuantification</span></a> <a href="https://sigmoid.social/tags/MWC2025" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MWC2025</span></a> <a href="https://sigmoid.social/tags/Innovation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Innovation</span></a> <a href="https://sigmoid.social/tags/TechDemo" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TechDemo</span></a> <a href="https://sigmoid.social/tags/5G" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>5G</span></a> <a href="https://sigmoid.social/tags/EMF" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>EMF</span></a></p>
Valeriy M., PhD, MBA, CQF<p>Give it a star ⭐, spread the word and cite it in your paper to help promote the best uncertainty framework of the XXIst century.</p><p><a href="https://github.com/valeman/awesome-conformal-prediction" rel="nofollow noopener noreferrer" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">github.com/valeman/awesome-con</span><span class="invisible">formal-prediction</span></a></p><p><a href="https://sigmoid.social/tags/ConformalPrediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ConformalPrediction</span></a> <a href="https://sigmoid.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://sigmoid.social/tags/Research" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Research</span></a></p>
Valeriy M., PhD, MBA, CQF<p>If you're into **AI interpretability, uncertainty quantification**, or tackling the **hallucination problem**, this paper—and the role of conformal prediction—is a must-explore! 📖🔍 </p><p><a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://sigmoid.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://sigmoid.social/tags/LanguageModels" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>LanguageModels</span></a> <a href="https://sigmoid.social/tags/NLP" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>NLP</span></a> <a href="https://sigmoid.social/tags/ConformalPrediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ConformalPrediction</span></a> <a href="https://sigmoid.social/tags/UncertaintyQuantification" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>UncertaintyQuantification</span></a> <a href="https://sigmoid.social/tags/Research" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Research</span></a></p>
Valeriy M., PhD, MBA, CQF<p><a href="https://sigmoid.social/tags/Finance" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Finance</span></a> <a href="https://sigmoid.social/tags/Quant" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Quant</span></a> <a href="https://sigmoid.social/tags/ConformalPrediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ConformalPrediction</span></a> <a href="https://sigmoid.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://sigmoid.social/tags/GARCH" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>GARCH</span></a> <a href="https://sigmoid.social/tags/VAR" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>VAR</span></a> <a href="https://sigmoid.social/tags/MonteCarlo" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MonteCarlo</span></a> <a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a></p>
Valeriy M., PhD, MBA, CQF<p><a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://sigmoid.social/tags/Education" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Education</span></a> <a href="https://sigmoid.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://sigmoid.social/tags/AdaptiveLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AdaptiveLearning</span></a> <a href="https://sigmoid.social/tags/UncertaintyQuantification" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>UncertaintyQuantification</span></a> <a href="https://sigmoid.social/tags/ConformalPrediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ConformalPrediction</span></a> <a href="https://sigmoid.social/tags/EdTech" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>EdTech</span></a> <a href="https://sigmoid.social/tags/PersonalizedLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>PersonalizedLearning</span></a> <a href="https://sigmoid.social/tags/AIEducation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AIEducation</span></a></p>
Valeriy M., PhD, MBA, CQF<p><a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://sigmoid.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://sigmoid.social/tags/TimeSeries" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TimeSeries</span></a> <a href="https://sigmoid.social/tags/ConformalPrediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ConformalPrediction</span></a> <a href="https://sigmoid.social/tags/UncertaintyQuantification" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>UncertaintyQuantification</span></a> <a href="https://sigmoid.social/tags/Innovation" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Innovation</span></a> <a href="https://sigmoid.social/tags/GeorgiaTech" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>GeorgiaTech</span></a> <a href="https://sigmoid.social/tags/DataScience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataScience</span></a></p>
Valeriy M., PhD, MBA, CQF<p>🌟 The Super Team from Georgia Tech Does It Again! 🌟 </p><p>If you’ve been following the evolution of <a href="https://sigmoid.social/tags/ConformalPrediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ConformalPrediction</span></a> in <a href="https://sigmoid.social/tags/TimeSeries" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>TimeSeries</span></a> forecasting, you already know the groundbreaking work of Chen Xu, and Yao Xie.</p>
Valeriy M., PhD, MBA, CQF<p>Let’s celebrate their contributions! 🎉 </p><p><a href="https://sigmoid.social/tags/ConformalPrediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ConformalPrediction</span></a> <a href="https://sigmoid.social/tags/Brazil" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>Brazil</span></a> <a href="https://sigmoid.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://sigmoid.social/tags/UncertaintyQuantification" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>UncertaintyQuantification</span></a> <a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a><br><a href="https://sigmoid.social/tags/conformalprediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>conformalprediction</span></a></p>
Valeriy M., PhD, MBA, CQF<p>📅 **Last spots available!** Sign up before Monday to secure your place: [Insert link] </p><p>Can’t wait to kick off another exciting journey with an incredible group of learners! 🚀 </p><p><a href="https://sigmoid.social/tags/ConformalPrediction" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>ConformalPrediction</span></a> <a href="https://sigmoid.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>MachineLearning</span></a> <a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>AI</span></a> <a href="https://sigmoid.social/tags/DataScience" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>DataScience</span></a> <a href="https://sigmoid.social/tags/UncertaintyQuantification" class="mention hashtag" rel="nofollow noopener noreferrer" target="_blank">#<span>UncertaintyQuantification</span></a></p>
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