How I Built a Machine Learning Tool to Predict Drug Manufacturing Failures
A bioprocess engineer's journey into machine learning and why the pharmaceutical industry desperately needs this bridge When I tell people I work in bioprocess engineering, I usually get blank stares. When I explain that I help manufacture proteins in giant tanks for therapeutic use, the response is often: "Oh, like brewing beer?" Not quite. But close enough. What I don't usually mention is that I've been teaching myself machine learning on nights and weekends. Not because it's trendy, but […]🧠 New paper by Huang et al.: By using #pharmacological #fMRI and dynamic #connectome-based #PredictiveModeling, they show how #cortisol reshapes whole-brain #NetworkDynamics during emotional memory encoding. Trial-level analyses reveal distinct but increasingly integrated #arousal and #memory networks under #stress, supporting a hormonally driven "memory formation mode".
🕸️ Why AI's Next Breakthrough Isn't About More Data: Multifidelity Kolmogorov–Arnold Networks:
https://www.buzzsprout.com/2405788/episodes/17768021
https://helioxpodcast.substack.com/publish/post/172186101
September 03, 2025 • (S5 E25) • 23:35 Heliox: Where Evidence Meets Empathy 🇨🇦
🧠 Just discovered AI that learns from "imperfect" data—like us humans do. Turns out the future isn't about perfect info, but smart partnerships. 🤖✨
This is Heliox: Where Evidence Meets Empathy
Independent, moderated, timely, deep, gentle, clinical, global, and community conversations about things that matter. Breathe Easy, we go deep and lightly surface the big ideas.
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#MachineLearning #OpenScience #AI #DataScience #ScientificComputing #NeuralNetworks #TechInnovation #ComputationalPhysics #PredictiveModeling #ResearchMethods #DeepLearning
#Hydrology #PredictiveModeling #AI
Could AI help predict catastrophic floods? This Virginia Tech professor thinks so
✔️ SimuAI: AI-Powered Simulations for Industrial Processes
✨SimuAI offers industrial process simulations powered by artificial intelligence, helping businesses optimize production, reduce costs, and enhance decision-making with realistic AI-driven models.
#AIsimulations #Industrialprocessoptimization #ManufacturingAI #Datadrivendecisionmaking #Predictivemodeling
True story time. ~7 years ago, onsite team meeting
New hire said when starting job, they thought "model" in job description meant we take photos, wondered where the girls were. Initially sounded like joke, but as they kept going, I realized they were serious. Next few years confirmed laziness, lack of curiosity.
How do you see "model" in #DataAnalytics job & not research it enough to know it means "predictive model" before interview?
Statistics 1: ANOVA, Regression, and Logistic Regression | CoListy
Learn essential statistical techniques like ANOVA, regression, and logistic regression using SAS software. Perfect for beginners!
#freeonlinelearning #colisty #courselist #sas/stat #statistics1 #anova #regression #logisticregression #statisticalanalysis #predictivemodeling #sasprogramming #categoricaldata #dataanalysis #businessanalysts #researchers.
https://colisty.netlify.app/courses/statistics-1-anova-regression-and-logistic-regression/