#Probabilistic

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#Probabilistic Reel by @vince.quant (verified account) - Why do quants use Bayesian optimization? A strategy has parameters. You change them, you backtest. And very quickly, the search space gets huge. Bay
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@vince.quant
Why do quants use Bayesian optimization? A strategy has parameters. You change them, you backtest. And very quickly, the search space gets huge. Bayesian optimization is a smarter way to search. It builds a probabilistic model of the objective function, then chooses the next point to test using expected improvement. Each run informs the next one. That is why quants use it for hyperparameter tuning, strategy calibration, and model search. But it has limits. It can struggle in high dimensions. It still depends on noisy backtests. And if your data is biased, it will just find the best way to overfit. There are also useful extensions: tree-based surrogates, multi-objective BO, and methods built for higher-dimensional spaces. The core idea is simple. Do not search blindly but learn where to look! #finance #quant #trading #algotrading #stocks
#Probabilistic Reel by @coding.kitty - Deterministic vs probabilistic systems, and how to make them reliable using @temporal.tech, explained by cats. #cat #code #temporal #dev #system
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@coding.kitty
Deterministic vs probabilistic systems, and how to make them reliable using @temporal.tech, explained by cats. #cat #code #temporal #dev #system
#Probabilistic Reel by @technoverse.co - Quantum Mechanics is the branch of physics that describes how nature behaves at the smallest scales - atoms, electrons, photons, and other fundamental
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@technoverse.co
Quantum Mechanics is the branch of physics that describes how nature behaves at the smallest scales — atoms, electrons, photons, and other fundamental particles. Unlike classical physics, where objects have definite positions and speeds, quantum mechanics reveals a reality that is: • Probabilistic — outcomes are described by probabilities, not certainties. • Wave–particle dual — particles behave like waves, and waves behave like particles. • Quantized — energy exists in discrete packets called quanta. • Non-classical — particles can exist in superposition (multiple states at once) and become entangled across vast distances. At its core, quantum mechanics replaces deterministic motion with a mathematical wave function that encodes all possible states of a system. When measured, this wave function appears to “collapse” into one definite outcome. It is the foundation of: Transistors and modern electronics Lasers MRI scanners Quantum computing Semiconductor technology In essence, quantum mechanics is not just a theory of tiny particles — it is the framework that governs the microscopic architecture of reality itself.
#Probabilistic Reel by @holisticapital - 🧠 𝐄𝐥𝐢𝐭𝐞 𝐪𝐮𝐚𝐧𝐭 𝐢𝐧𝐭𝐞𝐫𝐯𝐢𝐞𝐰𝐬 don't test memorization. They test 𝐬𝐭𝐫𝐮𝐜𝐭𝐮𝐫𝐞. Six random points on a circle. What is the proba
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@holisticapital
🧠 𝐄𝐥𝐢𝐭𝐞 𝐪𝐮𝐚𝐧𝐭 𝐢𝐧𝐭𝐞𝐫𝐯𝐢𝐞𝐰𝐬 don’t test memorization. They test 𝐬𝐭𝐫𝐮𝐜𝐭𝐮𝐫𝐞. Six random points on a circle. What is the probability they all lie within a semicircle? Simple setup. 𝐍𝐨𝐧 𝐭𝐫𝐢𝐯𝐢𝐚𝐥 𝐢𝐧𝐬𝐢𝐠𝐡𝐭. This is the level of 𝐩𝐫𝐨𝐛𝐚𝐛𝐢𝐥𝐢𝐬𝐭𝐢𝐜 𝐭𝐡𝐢𝐧𝐤𝐢𝐧𝐠 leading firms look for combining geometry, randomness, and logical rigor under pressure. Institutional research begins with 𝐟𝐢𝐫𝐬𝐭 𝐩𝐫𝐢𝐧𝐜𝐢𝐩𝐥𝐞𝐬. Share your answer below. #HolisticCapital #QuantFinance #Probability #SystematicThinking #QuantInterview
#Probabilistic Reel by @workiniterations - If you can build these 4 from scratch, you're not a beginner anymore: • Autoencoder • Variational Autoencoder (VAE) • Attention Mechanism • GAN Each o
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@workiniterations
If you can build these 4 from scratch, you’re not a beginner anymore: • Autoencoder • Variational Autoencoder (VAE) • Attention Mechanism • GAN Each one teaches you something different: compression, probabilistic modeling, transformers, adversarial training. Autoencoder: https://github.com/nathanhubens/Autoencoders VAE : https://github.com/bvezilic/Variational-autoencoder Attention mechanism : https://github.com/uzaymacar/attention-mechanisms GAN : https://github.com/eriklindernoren/PyTorch-GAN #machinelearning #datascience #deeplearning #ai
#Probabilistic Reel by @_maksilena_ - In der Akrobatik erfordert jedes neue Element Mut und Ausdauer. Indem der Sportler seine Ängste überwindet und schwierige Bewegungen meistert, lernt e
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@_maksilena_
In der Akrobatik erfordert jedes neue Element Mut und Ausdauer. Indem der Sportler seine Ängste überwindet und schwierige Bewegungen meistert, lernt er, an sich selbst zu glauben💪, was nicht nur im Sport, sondern auch im Leben das Selbstbewusstsein stärkt😉👍. ________________ В акробатике каждый новый элемент требует смелости и настойчивости. Преодолевая страх и осваивая сложные движения, спортсмен учится верить в себя💪, что повышает самооценку не только в спорте, но и в жизни😉👍. #probabilistic #ingolstadtsport #akrobatik
#Probabilistic Reel by @sabrinaanggraini (verified account) - Btwwww kita baru bikin @nuggetbookclub buat bahas2 review buku dan sharing takeaways sama temen2 yg seneng diskusi soal buku!! semoga bisa spark banya
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@sabrinaanggraini
Btwwww kita baru bikin @nuggetbookclub buat bahas2 review buku dan sharing takeaways sama temen2 yg seneng diskusi soal buku!! semoga bisa spark banyak conversations. Follow dulu buat update2 bacaannya ✨ #sabrinareads kerangka berpikir Probabilistic Thinking. 📚 The Signal and the Noise by Nate Silver #bookreview
#Probabilistic Reel by @datasciencebrain (verified account) - 🚨 12 FREE AI books from MIT. Comment "AI" and I'll send all links 🔗 Not a course. Not a roadmap. This is what serious ML learners actually study.
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@datasciencebrain
🚨 12 FREE AI books from MIT. Comment “AI” and I’ll send all links 🔗 Not a course. Not a roadmap. This is what serious ML learners actually study. 12 books. From fundamentals → deep learning → RL → probabilistic ML. If you’re skipping this, you’re not “learning AI” - you’re just consuming content. Save this before it disappears. 📚 Foundations • Foundations of Machine Learning • Understanding Deep Learning • Machine Learning Systems 🧠 Advanced • Algorithms for ML • Deep Learning (Goodfellow) 🤖 Reinforcement Learning • Sutton & Barto • Distributional RL • Multi-Agent Systems • Long Game AI ⚖️ Ethics & Probability • Fairness in ML • Probabilistic ML (1 & 2) 📲 Follow @datasciencebrain for Daily Notes 📝, Tips ⚙️ and Interview QA🏆 . . . . . . [Generative AI basics, How AI works explained, Large language models explained, AI concepts for beginners, Transformer architecture explained, Prompt engineering tips, RAG AI explained, AI glossary 2025, Machine learning fundamentals, How diffusion models work] #GenerativeAI, #AIExplained, #LearnAI, #DataScienceBasics, #AIForEveryone
#Probabilistic Reel by @mathshelpcenter - Double Tap For More Interesting Tricks Follow @mathshelpcenter AND TURN ON POST NOTIFICATION . Follow @mathshelpcenter Follow @mathshelpcenter Foll
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@mathshelpcenter
Double Tap For More Interesting Tricks Follow @mathshelpcenter AND TURN ON POST NOTIFICATION . Follow @mathshelpcenter Follow @mathshelpcenter Follow @mathshelpcenter Follow @mathshelpcenter Don't mind the hashtags .------ #mathshelpcenter #math #mathematics #graph #mathmatics #instamath #science #equations #mathstudents #mathteacher #probability #probabilityandstatistics #probabilitytheory #probabilité #probabilità #probabilitystatistics #probabilitymanipulation #probabilitydistribution #probabilitymemes #probabilitystatistics #probabilitymemes #probabilistic #probabilitiesandstatistics #probabilities #probabilistica #probabilita
#Probabilistic Reel by @hdfcsky (verified account) - What does trading actually teach you about risk? Trading doesn't eliminate risk, it trains you to understand and manage it. The most successful trad
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@hdfcsky
What does trading actually teach you about risk? Trading doesn’t eliminate risk, it trains you to understand and manage it. The most successful traders aren’t fearless. They’re probabilistic thinkers. They assess outcomes, weigh odds, and make decisions based on expected value, not emotion. Risk isn’t something to avoid. It’s something to quantify, price, and manage. Follow HDFC SKY, a discount brokerage app by HDFC Securities. [Trading, Risk Management, Invest Smart, Trader’s Mindset, HDFC SKY, Make Money Matter]
#Probabilistic Reel by @acknowledge.ai (verified account) - Allan Brooks's experience highlights how easily people can be misled when AI responses are treated as truth rather than probabilistic outputs. What be
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@acknowledge.ai
Allan Brooks’s experience highlights how easily people can be misled when AI responses are treated as truth rather than probabilistic outputs. What began as a simple math question for his son turned into weeks of discussion, during which confident but incorrect AI explanations convinced him he had uncovered a major mathematical breakthrough. The case points to a deeper risk as AI becomes more articulate and persuasive: not just giving wrong answers, but sounding certain while doing so. This false confidence can fuel anxiety, reinforce mistaken beliefs, and blur the line between insight and illusion—showing that AI can support human thinking, but also distort it when critical judgment is switched off. Media: CTV News
#Probabilistic Reel by @quantguild (verified account) - @QuantGuild Video Title: Is Quant Trading Gambling? Roulette, Poker, and Trading Quant trading isn't pure chance. Unlike gambling, where outcomes are
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@quantguild
@QuantGuild Video Title: Is Quant Trading Gambling? Roulette, Poker, and Trading Quant trading isn't pure chance. Unlike gambling, where outcomes are purely probabilistic, trading offers action to affect the edge. It's more like poker than roulette. #QuantTrading #TradingVsGambling #FinancialMarkets #PokerOrRoulette #TradingStrategy #Investment #MarketAnalysis #Finance

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#Probabilistic is one of the most engaging trends on Instagram right now. With over 800+ posts in this category, creators like @technoverse.co, @workiniterations and @acknowledge.ai are leading the way with their viral content. Browse these popular videos anonymously on Pictame.

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