How was your weekend, fams? 🌟 Did you take enough break to start the new week with good energy? 🔥🔥 Or did you just spend the weekend with grinding? 💪 Let us know! ☺️☺️

Happy Monday 😊 😃 everyone
Have a great week🔥

It’s not about the money 💰

It’s about the freedom that comes with it

#simruthoughts

Hope you guys don't kill yourselves today 😂

@ekddesign

#ProjectUpdate

I got so focused on this project (and honestly surprised by how much there was to learn 😅) that I forgot to post updates. I was busy learning new finance terms and trying to finish before the deadline.

It was a great experience, but it taught me one important thing: fintech is not something you can learn quickly. It takes a lot of reading, practice, and patience because some concepts take time to understand.

What I found difficult (but finally understood):
📉 Stationary vs. non-stationary data
⚠️ VaR & Sharpe Ratio (understanding risk and reward)
🔮 Confidence intervals why long-term predictions are much less certain than short-term ones

What I built:
📊 Cleaned and analyzed real stock data (TSLA, BND, SPY)
🤖 Compared ARIMA and LSTM LSTM was about 3× more accurate
📈 Predicted TSLA stock prices for the next 12 months with uncertainty ranges
⚖️ Built an optimized investment portfolio using Modern Portfolio Theory
🧪 Backtested it against a simple benchmark to see if the strategy could actually outperform the market.

Biggest lesson:
A model that makes good predictions is not always a strategy that works in the real world. In fintech, knowing when not to trust a model is just as important as knowing how to build one.

Learning these things was challenging, but that's what real learning looks like. 💪

Good Night 😴 🥱 everyone
Don't forget to rest

Every sunshine is a second chance to shine😊

Morning😊

Hustle like your life depends on it
1 right move can change your life!

Keep moving your future self will thank you 🤝🤝🫡

#simruthoughts

I deleted the channel...

Then realized I had nowhere to randomly overshare my thought.

So... dot_ruth is back :)

Better Auth is joining Vercel!

Thank you everyone who has been part of this journey in so many different ways 🙏

More to come! Excited for what’s ahead ❤️

When you begin something, it often feels impossible and out of reach especially in the ML and ai field. But that's part of growth. Let's document the journey so we can look back and see how much we've grown.

Take some rest. We'll restart tomorrow.

Good night, fams. 🌙✨

Good morning everyone ☺️☺️
Have blessed ሀምሌ 1 and Day☺️😁

If u’re doing or planning an internship this summer, or just wanna learn some skills, @mearegdottech has something cool for you. Check it out here 🔗  🔥

Subscribe his YouTube! 

@haileDev12X

Always surround yourself with people that chase higher purpose and motivate you with their success 🙌 that is where real growth begins ✨️ 🙌

#simruthoughts

🎉 New Q&A Video is Out! 🔥

Thank you to everyone who submitted questions ❤️
I answered your questions about Competitive Programming, Web Development, University Life, Productivity, and my programming journey 💻🚀

Watch the video here 👇
Youtube

Hope you enjoy it and find it helpful! 🙌