Oyegoke Mubarak

Me watching hackers’ requests get flagged by the EDR 😂😂😂

Fuoye to the World 🥳

You'd think Man United just won the World Cup 😩🥺I dn too suffer

Life moves crazy fast. I remember when we were younger all we wanted was to spend hours watching movies on TV. Fast-forward to adulthood, and you now have a TV, video games, and unlimited internet, but barely have the time to use any of them. Adulthood is really something else. 😭

One sign you’re really in the trenches is downloading 1GB of data for 6 hours 😭💀

Back in secondary school, Physics laws and principles were always used to test our intelligence. You’d hear questions like, “Why does water wet glass but mercury doesn’t?” That simple question was actually testing your knowledge of adhesion and cohesion.

What is Machine Learning without data? What is data without Machine Learning? One of the biggest ML skills isn’t just building models it’s exploring data, extracting insights, cleaning it, and preparing it for a strong ML pipeline. Just completed IBM’s Exploratory Data Analysis course. It was practical, comprehensive, and reinforced why good models start with good data. If you’re getting into ML, I’d recommend it. On to the next milestone. 🤝 #ML #DataScience #IBM #MLxCS

Started by benchmarking pretrained CNNs for visual phishing detection. Before training, I audited the dataset and found duplicate images, conflicting labels, and 220 test screenshots identical to training images. After cleaning the data (7,062 → 5,465 screenshots), I benchmarked 7 ImageNet-pretrained CNNs under the same protocol. One surprise: bigger wasn't always better. AlexNet achieved the strongest ranking performance (ROC-AUC 0.9218, PR-AUC 0.7455). The biggest lesson? Trust the dataset before trusting the metrics. GitHub: github.com/mubarak-byte/phis…  #MachineLearning #Cybersecurity #ComputerVision #AIResearch

Police is your friend.🤝 I'll add this: Cybersecurity analysts are your friends too. 😄 I had the opportunity to deliver a Cybersecurity Awareness session to the Nigeria Police Force in my community. Every person we educate is another layer of defense against cybercrime. Making the internet safer-one conversation at a time. 💙 #CyberSecurity #CyberAwareness #NigeriaPoliceForce

The World Cup is over, and my final prediction came true. 🥹⚽️ I’m happy not because I got it right, but because it’s proof that the hours I’ve spent learning Machine Learning are paying off. Sports analytics isn’t even my end goal. My passion is ML × Security. This prediction is simply evidence that the fundamentals I’m building can solve real-world problems. I still have a long way to go as an ML × Security researcher, but moments like this remind me that I’m on the right path. One day, I’ll come back to this post and smile. It’s going to be a long journey, and I’m ready for the ride. In shā’ Allāh. 🤲🚀 #MachineLearning #AI #Cybersecurity #MLSecurity #BuildInPublic

WE DID IT!! 😭🏆🇪🇸 Before the World Cup kicked off, my model predicted: Spain as World Champions. The internet never forgets… and today, that’s a beautiful thing. This is a huge milestone for me and a reminder to keep building.. #WorldCup2026 #FootballAnalytics #MachineLearning #AI

I did it 😭😭😭🥹

It all comes down to today. Spain 🇪🇸 vs Argentina 🇦🇷 the top two teams predicted by my model. If Spain wins, this becomes one of the biggest milestones of my work. The internet never forgets. This tweet could still exist 60 years from now. History or heartbreak. Let’s see. 👀👀👀

The top 2 teams from my World Cup prediction are officially in the FINAL. 😭 One more match… let’s see if the model completes the script. 🏆⚽️ #FIFAWorldCup #WorldCup2026 #Football #Predictions #England #Argentina

As much as I’d love Argentina to qualify so my World Cup prediction model can hit 90–95% accuracy, a part of me doesn’t want them to. 😅 Either way, it’s a win for me. Team England today 🏴󠁧󠁢󠁥󠁮󠁧󠁿🏴󠁧󠁢󠁥󠁮󠁧󠁿❤️

Before the 2026 World Cup started, my ML model predicted: 🇪🇸 Spain 🇦🇷 Argentina 🇫🇷 France 🏴 England Today, they’re all in the semi-finals. Now let’s see if the model gets the champion right. 🤖🏆⚽ #AI #MachineLearning #DataScience #WorldCup2026

Before the 2026 World Cup started, my ML model predicted: 🇪🇸 Spain 🇦🇷 Argentina 🇫🇷 France 🏴 England Today, they’re all in the semi-finals. ✅ Now let’s see if the model gets the champion right. 🤖🏆⚽ #AI #MachineLearning #DataScience #WorldCup2026

My oracle is getting closer. 😃 All of my top four teams have already made it to the quarter-finals. 👀⚽🔥

Started July with impact. 🚦🛡️ Today, I delivered a cybersecurity awareness lecture at the Federal Road Safety Corps (FRSC). Cybersecurity starts with awareness, and every informed user is one less opportunity for cybercriminals. Looking forward to more opportunities to educate, inspire, and strengthen our digital resilience.