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ProfKobi
70.9K posts

ProfKobi
@kobsol
God First 💯 Money Next 💯 Fvck Negative Energy 💯
Katılım Eylül 2012
8K Takip Edilen22.4K Takipçiler

@Mr_antwi6 That’s his own problem. If it’s f00ling you go see am on time
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@Obongawanora @TechSphereAcad Congratulations Nora 🙌🙌. More wins to come
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I finished my capstone project at TS academy ( @TechSphereAcad) this week, and it's one of the things I'm most proud of recently.
I led Group 18 on building a full end-to-end machine learning pipeline on the Bank Marketing dataset, predicting whether a customer would subscribe to a term deposit. Honestly, it was a lot of work and a lot of late nights, but seeing it come together was worth it.
Here's what the pipeline covered:
🔹 Loaded the dataset directly from Kaggle and pushed it into SQLite for business-level SQL analysis
🔹 Feature engineering in transforming raw columns like pdays, age, and balance into meaningful customer signals
🔹 K-Means clustering to segment customers into personas without touching the target label
🔹 4 classifiers compared head-to-head: Logistic Regression, Decision Tree, Random Forest, and Gradient Boosting
🔹 Imbalance handling via class weights, threshold tuning, and SMOTE
🔹 Cross-validation across all models to confirm results were stable, not lucky
Final recommendation: Gradient Boosting + SMOTE at threshold 0.3 because in a bank marketing context, missing a real subscriber costs more than making one unnecessary call.
This project pushed me to think like a data scientist, not just someone running models. Every decision had to be justified. Every number had to mean something.
I'm currently open to Data Science and Machine Learning internship opportunities and if you're building something interesting and need someone who can take a problem from raw data all the way to a model recommendation, I would love to talk.
Full notebook on GitHub 👇
github.com/sprucesunday77…
LinkedIn: linkedin.com/in/john-sunday…
#DataScience #MachineLearning #Python #OpenToWork #DataScienceInternship #TSAcademy #Capstone




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A lonely woman died beside a phone filled with unread “let’s catch up soon” messages.
SHATTASON@SHATTASON
Tragic Irony The old man waited years for visitors. When he died, the church was full at his funeral.
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📪 It Is Very Easy to Invest in Stocks. Just Follow This Simple Process
1. Download a Stockbroker or Stock Investment App:
There are several good options such as ARM Stocktrade, Trove, LeadTrader, Bamboo, Stanbic IBTC, Chaka, and others. You only need one to get started. That is the first step.
2. Register With Your Chosen App.
Sign up using your BVN and a valid means of identification, and complete the verification process.
3. Deposit Your Investment Funds:
Each investment app uses different terms for funding your account, e.g. “Fund Account”, “Fund Wallet”, and so on. You will easily find the option in your dashboard.
4. Buy Shares:
As a beginner, start with strong and popular companies.
5. Track Your Investment:
After investing, there’s nothing much to do except check it once in a while. Once every two weeks or once a month is enough.
6. Keep Adding Money Little by Little:
Continue adding small amounts monthly to buy more units of stocks you already own or stocks of other companies.
That’s it.
See you at the top.

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Gold never needed hype to prove its worth.
It needed innovation.
BIGOD combines the enduring value of physical gold with blockchain transparency and digital efficiency.
Real reserves. Trusted backing. Borderless accessibility. Modern liquidity.
From vault to wallet, gold is being reimagined without losing the foundation that made it trusted for generations.
BIGOD. Where timeless value meets digital evolution.
#RWA #BIGOD #BigodInvest @BiGODToken

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