Aleye uthman Akorede

@thatboypage__ This project is very well designed…Amazing work that is

Most predictive maintenance models fail long before deployment — not because of the algorithm, but because of how the target is defined. I worked on an industrial predictive maintenance problem involving air filter degradation and initially engineered pseudo-RUL labels using: RUL = Maximum time − Time The models looked excellent during validation. Until I evaluated on the official run-to-failure test dataset. R² collapsed to ≈ 0.21. Feature importance analysis revealed the model was learning lifecycle progression more than actual degradation behavior. That completely changed the direction of the project. I redesigned the problem using a physics-informed target based on the actual failure threshold: Target Capacity = 600 − Differential Pressure That introduced another challenge: target leakage. After leakage-aware feature redesign and degradation-focused modeling, the refined model achieved: • R² ≈ 0.94 • RMSE ≈ 30 More importantly, the model shifted toward learning degradation dynamics instead of reconstructing the target directly. This project became less about model tuning and more about understanding what the model was actually learning. Medium article: medium.com/p/when-a-predi… GitHub: github.com/thatboypage/in… #MachineLearning #PredictiveMaintenance #DataScience #AI #Engineering

@MoladeLanre Onyareee✨✨

@IkoroduCityFC @MoladeLanre Onyareee 🥹❤️. A Dream Debut! Well deserved 😌

63’ GOAAAAALLLLL!!!! DREAM DEBUT OLANREWAJU MOLADE! The left back hits a direct free kick past the goalkeeper Ikorodu City ⚪️ 1-1 🔵 Bayelsa United #NPFL26 MD27 #OgaBoys [] #WeAreIkoroduCityFC

Imagine paying on X with @useTria through @SentientAGI’s GRID. Frictionless execution, no single points of failure, all powered by autonomous agents 🚀 This $TRIA x @SentientAGI partnership isn’t just a collab, it’s the future of payments being built in real time. 🔥

Why $TRIA? Web3 is fragmented with countless wallets, chains, and gas fees. @useTria fixes it: one account to swap, earn, and spend anywhere.

Imagine a lab where code outpaces human arguments. That’s @RaylsLabs, quietly forging the hidden framework for tomorrow’s financial web.

gm CT Check out what @useTria is building: TRIA is building a network where agents, restaking, and decentralized validation power every move. The result? Fast, secure, and trustworthy infrastructure. $TRIA brings speed and trust together.

@RaylsLabs basically says: “Why fight banks? just be their blockchain.”

TradFi wants control, DeFi thrives on openness. @RaylsLabs’ UniFi chain blends both for institutions. Rayls Nodes connect private networks to public liquidity with built-in compliance, KYC/AML, and audits 🧵

This is where the future of finance is being shaped, moving beyond theory into real-world execution.

This isn’t about hype, it’s about tangible adoption in progress. Institutions are already building on @RaylsLabs, creating a vital bridge between $100T in TradFi liquidity and onchain infrastructure.

$RLS isn’t just another blockchain. It’s a dynamic platform where central banks actively test CBDCs, real-world assets are tokenized on a weekly basis, and traditional finance (TradFi) seamlessly integrates with decentralized finance (DeFi).

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PG was researched and designed to solve the fundamental misalignment between users, builders, and governance. PG can be implemented on any L2 blockchain that has a native governance token and a sequencing system. Read the full research paper here: pg.abs.xyz

@hope_and_light @UnilorinNGR Thanks a bunch máam, I appreciate

@AleyeUthman @UnilorinNGR Congratulations 🥳🤍

5 Years Course 6 Years Spent 67 courses done 38 A's 22 B's 5 C's 2 D's 0 E 0 F (4.48 CGPA in Water Resources and Environmental Engineering) Happy Convocation ALEYE UTHMAN (GMNSE). Alhamdulilah Thank you @UnilorinNGR

Started from the streets in YABA,lagos Happy he finally made his professional football debut. He started chasing this dream since long ago. Way back from when when we were in SS3 , he wasn't able to any classes because he's in a football academy. Proud of you bro @MoladeLanre