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If you're ever nervous about the ongoing market correction, just remember:
- This is just a small bump in the journey
- There will be plenty more
- There will be bigger ones
- There will be longer ones
Stay humble.
I started my trading my current portfolio at the pink line. The drawdown sucks but it's well within expectation.
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Frequently, new terms emerge rapidly within the crypto space, & failing to keep up can leave you behind
One such term is "Layer 2 blockchains"
#Layer2 solutions are changing the game in blockchain. They enhance efficiency, reduce fees, and offer speed. How? Let's dive in!
1/🧵
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Put the alternative back in Alts !!!
Waiting for Altcoin Season? Data suggests it’s already here.
Every time #BTC dominance dips, people expect altcoin season. But what if altseason already came and went?
🧵
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Mastering Risk Management
Want to survive & thrive in volatile markets?
Protecting your capital isn’t optional—it’s everything.
Here’s how smart traders stay ahead 🧵👇
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This week I'm working on Equity Curve Trading.
It works by stopping the execution of an algo when it is in a deep drawdown.
The trades and performance are still calculated on paper.
When the equity starts recovering the, execution is turned on again.
Pros:
- Improves risk/adjusted returns.
- Algos automatically stop when they lose their edge.
- Operationally easier to run a portfolio of 100s of algos.
Cons:
- Almost always reduces absolute returns.
Have you tried equity curve trading in your algos?
Let me know!
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Edge erosion in small caps in one chart
2024 vs. 2023/22
You don't need to be a genius to notice the difference.
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Colorist 🤞
Flawed Cupid (2024)
Cinematography by Emmanuel Oke,
Written by Echioda Blessing,
Directed by Emerald Obahiagbon.
Where to watch:
youtube.com/watch?v=HzM4YYLq…
#WKMUpShorts
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Would anyone be interested in using an app like this?
If yes, what features would you love to see?
If no, why not?
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🚀 ANNOUNCING: The release of my free and open e-book, "Applied #MachineLearning in Python: A Hands-on Guide with Code"! 🎉
🔗 Access it here: geostatsguy.github.io/Machin…
📚 16 chapters packed with well-documented #Python workflows, open-source code, and datasets — with direct links to my YouTube lectures for deeper learning! This e-book blends theory with practical coding and effective visualizations to help you understand and apply #MachineLearning concepts.
⚙️ Try the examples, explore the code, and follow along with hands-on exercises. It’s a living document, so I’ll continue adding new chapters and improving content over time.
I'm here to help you dive into #DataScience and #ML — let’s learn together! I'm having an awesome sabbatical! Stoked!
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The 8 dirty secrets algorithmic traders don't tell you:
• Theory != practice
• Python is the best
• Data is never clean
• No one cares how you did it
• You don't need deep learning
• 99% of your time is developing strategies
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Quants use principal component analysis to find alpha.
Blackrock uses it to manage $100s of billions in factor funds.
Northfield uses it to earn $10s of millions selling factors to investors.
Here’s how it’s done.
In a few lines of Python:
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See how 10m of private fund changes the quality of life of an entire community? The wife of the President traveled 5 countries and spent 701m in three months.
21b was used to renovate the vp’s house.
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“how the fuck do you keep switching up…”
30mins lyrical exercises 🥷🐅 $ follow the countdown
0-100 @Vinylz
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Finance in Python is insane.
Check out the ffn (financial functions for python)
Let's dive in:
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'Problems in Probability Theory, Mathematical Statistics and Theory of Random Functions' - A.A. Sveshnikov (translated from Russian, 1968, PDF):
archive.org/details/sveshnik…



































