quantamentalguy's profile picture. Quantitative Researcher & Developer | Ph.D., MBA, Trading Strategy Innovation, Market Risk Management, Financial Modeling, Data Science, AI/ML.

QuantamentalGuy

@quantamentalguy

Quantitative Researcher & Developer | Ph.D., MBA, Trading Strategy Innovation, Market Risk Management, Financial Modeling, Data Science, AI/ML.

🔍 Size factor positions show strong momentum signals based on t-stats analysis. Data suggests small-cap premium remains robust when filtered through momentum lens. Key for quant traders building systematic strategies 📈 #Crypto #TradingAlpha #QuantTrading #CryptoQuant #DeFi


🔥 Just devoured this Time Series Momentum paper and it's gold for algo traders Key insights: Momentum signals across ALL asset classes + Regression analysis reveals optimal entry/exit + Holding period impact on returns + Consistently beats passive + Calculate optimal…

quantamentalguy's tweet image. 🔥 Just devoured this Time Series Momentum paper and it's gold for algo traders
Key insights:

Momentum signals across ALL asset classes
 + Regression analysis reveals optimal entry/exit
 + Holding period impact on returns
 + Consistently beats passive
 + Calculate optimal…

🚀 Level up your quant skills! Free comprehensive guide on Financial Models covering stochastic calculus, Brownian motion & probability theory. Perfect for crypto traders wanting to build advanced strategies 📊 #QuantFinance #CryptoTrading #DeFi #TradingEducation #RCAT $RCAT ➡️…

quantamentalguy's tweet image. 🚀 Level up your quant skills! Free comprehensive guide on Financial Models covering stochastic calculus, Brownian motion & probability theory. Perfect for crypto traders wanting to build advanced strategies 📊
#QuantFinance #CryptoTrading #DeFi #TradingEducation #RCAT $RCAT 

➡️…

🎯 AI for doc processing? Trained for high-quality visual embeddings! Handles text, figures, tables & layouts! Faster & more scalable! Built with @QwenAI 2.5 VL & deployed on @LightningAI#NLP #DocumentAI #TechStack #RCAT $RCAT ➡️ Check it out: buff.ly/4gVtUjB ➡️…

quantamentalguy's tweet image. 🎯 AI for doc processing?

Trained for high-quality visual embeddings!
Handles text, figures, tables & layouts!
Faster & more scalable!
Built with @QwenAI 2.5 VL & deployed on @LightningAI ⚡
#NLP #DocumentAI #TechStack #RCAT $RCAT 

➡️ Check it out: buff.ly/4gVtUjB 

➡️…

🚀 New Python library alert: aleatory 🔥 Simulate and visualize stochastic processes with ease! Generate trajectories and create stunning visualizations to understand process behavior. Perfect for quants and data scientists 📊 #Python #DataScience #QuantFinance #Statistics #RCAT

quantamentalguy's tweet image. 🚀 New Python library alert: aleatory 🔥 
Simulate and visualize stochastic processes with ease! Generate trajectories and create stunning visualizations to understand process behavior.
Perfect for quants and data scientists 📊
#Python #DataScience #QuantFinance #Statistics #RCAT…
quantamentalguy's tweet image. 🚀 New Python library alert: aleatory 🔥 
Simulate and visualize stochastic processes with ease! Generate trajectories and create stunning visualizations to understand process behavior.
Perfect for quants and data scientists 📊
#Python #DataScience #QuantFinance #Statistics #RCAT…
quantamentalguy's tweet image. 🚀 New Python library alert: aleatory 🔥 
Simulate and visualize stochastic processes with ease! Generate trajectories and create stunning visualizations to understand process behavior.
Perfect for quants and data scientists 📊
#Python #DataScience #QuantFinance #Statistics #RCAT…

Using Cornish-Fisher VaR to better capture crypto's fat tails and skewness 📊 Traditional VaR fails with volatile assets - modified VaR gives you a more accurate view of your portfolio risk in extreme market conditions. #CryptoTrading #RiskManagement #QuantFinance #RCAT $RCAT…


🔍 Hurst exponent showing H<0.5 in major crypto pairs - mean reversion is strong rn! Pro tip: Adjust your trading strategy accordingly. Short-term reversals are more likely than trend continuation. Stay nimble, fam 🏃‍♂️ #CryptoTrading #TechnicalAnalysis #CryptoSignals #RCAT $RCAT…

quantamentalguy's tweet image. 🔍 Hurst exponent showing H&amp;lt;0.5 in major crypto pairs - mean reversion is strong rn!
Pro tip: Adjust your trading strategy accordingly. Short-term reversals are more likely than trend continuation.
Stay nimble, fam 🏃‍♂️
#CryptoTrading #TechnicalAnalysis #CryptoSignals #RCAT $RCAT…

📊 Using Hurst exponent to analyze crypto market trends reveals fascinating patterns in price movements. At H>0.5, we're seeing strong trending behavior - perfect for identifying optimal entry/exit points in your portfolio! Time to level up your technical analysis game 📈 #Crypto

quantamentalguy's tweet image. 📊 Using Hurst exponent to analyze crypto market trends reveals fascinating patterns in price movements. At H&amp;gt;0.5, we&apos;re seeing strong trending behavior - perfect for identifying optimal entry/exit points in your portfolio!
Time to level up your technical analysis game 📈
#Crypto…

🚀 Mastering the Mathematics of Inference & Machine Learning! 🤖 📊 Diving into Mathematics for Inference and Machine Learning, a comprehensive lecture note from Imperial College London, authored by Marc Deisenroth & Stefanos Zafeiriou. 📓 This resource lays the mathematical…

quantamentalguy's tweet image. 🚀 Mastering the Mathematics of Inference &amp;amp; Machine Learning! 🤖

📊 Diving into Mathematics for Inference and Machine Learning, a comprehensive lecture note from Imperial College London, authored by Marc Deisenroth &amp;amp; Stefanos Zafeiriou. 

📓 This resource lays the mathematical…

🚨 Portfolio Alert: When correlations break down, alpha opportunities emerge! Traditional crypto pairs trading getting disrupted - BTC & ETH showing unexpected divergence. Smart money is already positioning for this shift 📈 #CryptoTrading #PortfolioManagement #CryptoAnalytics

quantamentalguy's tweet image. 🚨 Portfolio Alert: When correlations break down, alpha opportunities emerge! Traditional crypto pairs trading getting disrupted - BTC &amp;amp; ETH showing unexpected divergence. Smart money is already positioning for this shift 📈 
#CryptoTrading #PortfolioManagement #CryptoAnalytics…

🎯 Really liked the name of this XGBost package: 😜 ➡️ GitHub: buff.ly/4hH4mI9 #quant #finance #trading #markets #datascience #DS #ML #AI #RCAT $RCAT ➡️ Follow: @Replicatsai

quantamentalguy's tweet image. 🎯 Really liked the name of this XGBost package: 😜 

➡️ GitHub: buff.ly/4hH4mI9 

#quant #finance #trading #markets #datascience #DS #ML #AI #RCAT $RCAT 

➡️ Follow: @Replicatsai

Market dynamics shifting! 📊 The traditional correlation patterns in crypto portfolios are breaking down, creating both risks AND opportunities for savvy traders. Diversification isn't working like it used to - here's why you need to pay attention 🔍 #Crypto #TradingStrategy

quantamentalguy's tweet image. Market dynamics shifting! 📊 The traditional correlation patterns in crypto portfolios are breaking down, creating both risks AND opportunities for savvy traders. Diversification isn&apos;t working like it used to - here&apos;s why you need to pay attention 🔍 
#Crypto #TradingStrategy…

Liquidity = freedom in crypto. 📊 Understanding liquidity risk metrics is key to navigating volatile markets. Don’t get caught off guard! ⚡ #CryptoTips #DeFi #CryptoEducation #Trading $RCAT #Replicats Follow: @Replicatsai

quantamentalguy's tweet image. Liquidity = freedom in crypto. 📊 Understanding liquidity risk metrics is key to navigating volatile markets. Don’t get caught off guard! ⚡ 
#CryptoTips #DeFi #CryptoEducation #Trading $RCAT #Replicats

Follow: @Replicatsai

🔍 Level up your ML feature analysis! 🔥 Permutation Importance > Traditional Feature Importance 🎯 Permutation Importance calculates feature importance by randomly shuffling the values of a feature and observing how the model’s performance changes. Why? It: + Works with…

quantamentalguy's tweet image. 🔍 Level up your ML feature analysis! 🔥 

Permutation Importance &amp;gt; Traditional Feature Importance 🎯 

Permutation Importance calculates feature importance by randomly shuffling the values of a feature and observing how the model’s performance changes. 

Why? It:
 + Works with…

Discover an AI-driven Python script that meticulously dissects PDF books, extracting insights and crafting interval-based summaries. It processes each page for in-depth understanding while preserving context. Features include markdown summaries, smart filtering, and more! 📚💡…

quantamentalguy's tweet image. Discover an AI-driven Python script that meticulously dissects PDF books, extracting insights and crafting interval-based summaries. It processes each page for in-depth understanding while preserving context. Features include markdown summaries, smart filtering, and more! 📚💡…

🔥 Pro Tip: Sharpe Ratio isn't always the best for crypto analysis 🎯 While Sharpe penalizes both upside & downside volatility, Sortino only cares about the bad stuff. In a market where we WANT upside volatility, Sortino often tells a better story. #CryptoAnalysis #TradingTips

quantamentalguy's tweet image. 🔥 Pro Tip: Sharpe Ratio isn&apos;t always the best for crypto analysis 🎯
While Sharpe penalizes both upside &amp;amp; downside volatility, Sortino only cares about the bad stuff. In a market where we WANT upside volatility, Sortino often tells a better story.
#CryptoAnalysis #TradingTips…

🤖📈 Transformer encoders are revolutionizing fintech - our models now predict market patterns with unprecedented accuracy. From volatility forecasting to risk assessment, AI is reshaping how we understand markets. The future of trading is here. #AITrading #FinTech

quantamentalguy's tweet image. 🤖📈 Transformer encoders are revolutionizing fintech - our models now predict market patterns with unprecedented accuracy. From volatility forecasting to risk assessment, AI is reshaping how we understand markets. The future of trading is here.
#AITrading #FinTech…

QuantamentalGuy أعاد

1/ Another week, another Replicats Week Update wrap-up. As we fine-tune Replicat-One and grow our ecosystem, here’s everything you need to know about what happened on Replicats & $RCAT this week. 🧵

Replicatsai's tweet image. 1/ Another week, another Replicats Week Update wrap-up.

As we fine-tune Replicat-One and grow our ecosystem, here’s everything you need to know about what happened on Replicats &amp;amp; $RCAT this week. 🧵

Liquidity risk metrics are essential for smart crypto investing. 🧠 Grasping your risk exposure is key to navigating the dynamic crypto market. By managing risks, investors can avoid losses and seize growth opportunities. 💡 Metrics like Amihud liquidity or market depth reveal…

quantamentalguy's tweet image. Liquidity risk metrics are essential for smart crypto investing. 🧠 Grasping your risk exposure is key to navigating the dynamic crypto market. By managing risks, investors can avoid losses and seize growth opportunities. 💡 Metrics like Amihud liquidity or market depth reveal…

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