๐ฅ3๐2
Simret.exe
๐ฅ #DAY1 on the portfolio optimization project Today I focused on understanding the project before touching any code, and honestly, a lot of new finance concepts hit me at once๐ค๐๐but I try to manage it. What I Have done and learn today: Pulled historicalโฆ
#ProjectUpdate
I got so focused on this project (and honestly surprised by how much there was to learn ๐ ) 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):
๐ Stationary vs. non-stationary data
โ ๏ธ VaR & Sharpe Ratio (understanding risk and reward)
๐ฎ Confidence intervals why long-term predictions are much less certain than short-term ones
What I built:
๐ Cleaned and analyzed real stock data (TSLA, BND, SPY)
๐ค Compared ARIMA and LSTM LSTM was about 3ร more accurate
๐ Predicted TSLA stock prices for the next 12 months with uncertainty ranges
โ๏ธ Built an optimized investment portfolio using Modern Portfolio Theory
๐งช 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. ๐ช
I got so focused on this project (and honestly surprised by how much there was to learn ๐ ) 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):
๐ Stationary vs. non-stationary data
โ ๏ธ VaR & Sharpe Ratio (understanding risk and reward)
๐ฎ Confidence intervals why long-term predictions are much less certain than short-term ones
What I built:
๐ Cleaned and analyzed real stock data (TSLA, BND, SPY)
๐ค Compared ARIMA and LSTM LSTM was about 3ร more accurate
๐ Predicted TSLA stock prices for the next 12 months with uncertainty ranges
โ๏ธ Built an optimized investment portfolio using Modern Portfolio Theory
๐งช 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. ๐ช
๐5
Hustle like your life depends on it
1 right move can change your life!
Keep moving your future self will thank you ๐ค๐ค๐ซก
#simruthoughts
1 right move can change your life!
Keep moving your future self will thank you ๐ค๐ค๐ซก
#simruthoughts
๐ฅ3
Forwarded from AI and Machine Learning
๐ Large Language Models are AI systems trained on vast text data to understand and generate human-like language.
๐งฌ Built on transformer architecture, they predict the next word using patterns in grammar, context, and knowledge.
โก๏ธ From writing emails to coding and reasoning, they power tools like chatbots and assistants.
๐ฅ Flaws like bias exist, but theyโre reshaping how machines think.
Language is the new code.
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Forwarded from DOT_RUTH (Ruth Abiti)
I deleted the channel...
Then realized I had nowhere to randomly overshare my thought.
So... dot_ruth is back :)
Then realized I had nowhere to randomly overshare my thought.
So... dot_ruth is back :)
Forwarded from Beka (Beka)
Better Auth is joining Vercel!
Thank you everyone who has been part of this journey in so many different ways ๐
More to come! Excited for whatโs ahead โค๏ธ
Thank you everyone who has been part of this journey in so many different ways ๐
More to come! Excited for whatโs ahead โค๏ธ
โค1๐1๐1
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. ๐โจ
Take some rest. We'll restart tomorrow.
Good night, fams. ๐โจ
โค2๐1
Good morning everyone โบ๏ธโบ๏ธ
Have blessed แแแ 1 and Dayโบ๏ธ๐
Have blessed แแแ 1 and Dayโบ๏ธ๐
โค3
Forwarded from ฤคaileฤev12X (ะฝฮฑฮนโัะผฮฑัฮนฮฑะผ ฮg.)
If uโre doing or planning an internship this summer, or just wanna learn some skills, @mearegdottech has something cool for you. Check it out here ๐ ๐ฅ
Subscribe his YouTube!
@haileDev12X
Subscribe his YouTube!
@haileDev12X
๐2
Always surround yourself with people that chase higher purpose and motivate you with their success ๐ that is where real growth begins โจ๏ธ ๐
#simruthoughts
#simruthoughts
๐ฏ2โค1๐1
Forwarded from ๐ผCTRL + FUTURE๐ฅ๐ผ
๐ New Q&A Video is Out! ๐ฅ
Thank you to everyone who submitted questions โค๏ธ
I answered your questions about Competitive Programming, Web Development, University Life, Productivity, and my programming journey ๐ป๐
Watch the video here ๐
Youtube
Hope you enjoy it and find it helpful! ๐
Thank you to everyone who submitted questions โค๏ธ
I answered your questions about Competitive Programming, Web Development, University Life, Productivity, and my programming journey ๐ป๐
Watch the video here ๐
Youtube
Hope you enjoy it and find it helpful! ๐
YouTube
Q&A with Lidia Kibret | Coding | CP | Web Dev | Student Life
Thank you to everyone who submitted a question! โค๏ธ
In this video, I'm answering your questions about competitive programming, web development, university life, productivity, and my programming journey.
I hope you enjoy the video and find it helpful!
๐โฆ
In this video, I'm answering your questions about competitive programming, web development, university life, productivity, and my programming journey.
I hope you enjoy the video and find it helpful!
๐โฆ
โค1
What thing will you prioritise when you started a new project ?
Anonymous Poll
13%
Trying to explore if the idea has been worked before.
63%
Read more about the idea how it solves a real world problem even if the problem is small.
0%
Select suitable tech stack that will actually work for it.
25%
I will make a plan to do and set a deadline for myself .
0%
I will start immediately when the idea spark.
Simret.exe
What thing will you prioritise when you started a new project ?
Let me know your ideas ๐ก tech ppls๐ซก๐ซก
๐1
Let's have some rest and recharge our mind for tomorrow ๐ช๐ช
Good night ๐ด ๐ฅฑ fams
Good night ๐ด ๐ฅฑ fams
โค1๐1