AI Safety, Ethics & Transparency @Mila_Quebec |MSc. @mcgillu | Building @VeenodeLearn & @veenodetech Cybersecurity Course Creator & Instructor @AltSchoolAfrica

Montréal, Québec
Joined December 2017
Victor Akinode retweeted
Day 22 of our AI/ML Challenge MAE & RMSE Explained with Python | Measuring Regression Performance | AI/ML Lesson 22 youtu.be/y0Jtmnq8XDg
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Victor Akinode retweeted
The security camera didn’t record who they were or what they took. An attempt is the knock on the door, and a compromise is someone getting inside. The logs show the knocks. They don’t always show who got in. @VictorAkinode @VAInitiatives #Cybersecurity
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Day 17: @VeenodeLearn @VictorAkinode Still on examining web alerts, I worked on connecting these alerts to possible risks and identifying the logs needed to investigate them.
Day 16: @VeenodeLearn @VictorAkinode For today's learning, I examined a provided web-request log to identify possible attack attempts. From the image attached, we can see that the first request showed a possible SQL injection pattern, the other contained a script-like markup
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We'd still need evidence like authentication records, etc., to better understand what happened. And this is why an ordinary attempt does not in itself prove compromise, as detailed evidence needs to be examined to prove the actual intention.
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💡 My Key Takeaway Network analysis isn't just packets; it's about reading the evidence, understanding what it means, and not making statements you can't substantiate. Follow the traffic. Examine the evidence. Understand the limits. @VeenodeLearn @VAInitiatives @VictorAkinode
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Observe the indicators. Collect the evidence. Investigate before concluding. 🔎Cybersecurity is a field that demands expertise and continuous learning to stay one step ahead of the evolving threat landscape. @VeenodeLearn @VictorAkinode @VAInitiatives
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Replying to @VictorAkinode
Super detailed. Well done boss.
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- HTTP: Saw a request to the web and the corresponding server's '301 Moved Permanently' response. 💡 My Key Takeaway Network traffic analysis enables me to gain an understanding of how devices communicate with each other. @VeenodeLearn @VictorAkinode @VAInitiatives
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Day 16: @VeenodeLearn @VictorAkinode For today's learning, I examined a provided web-request log to identify possible attack attempts. From the image attached, we can see that the first request showed a possible SQL injection pattern, the other contained a script-like markup
Day 15: @VeenodeLearn @VictorAkinode Last week, I learnt about identifying suspicious emails. Today, I attended a class on phishing email analysis using Microsoft Sentinel. It's interesting to move from spotting red flags in an email to using security tools to investigate them.
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Before an AI agent starts changing records, sending messages or preparing payments, here's how to decide exactly what it is allowed to do. List the systems it needs, the information it can read and the actions it can take. If its job is to prepare a payment, it does not automatically need permission to release the funds. Enforce those limits in the tools and connected systems. A written instruction alone is not an access control. For consequential actions, build an approval step that shows the person what will actually happen. A payment review should expose details such as the recipient and amount, rather than asking someone to approve an unexplained action. Keep an activity record of tool calls, approvals and outcomes. Protect those records and avoid collecting sensitive information that you do not need. Also decide who can stop further agent activity and how the team will recover from an incorrect change. Some actions cannot simply be undone, which makes the earlier approval especially important. These controls belong in the workflow before it reaches production. Review them when the agent gains a new task or connection. Discuss your AI workflow with Veenode Technologies at veenode.ca. #Veenode #AIGovernance #Cybersecurity
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Victor Akinode retweeted
Lessons: 🔹 Normalize timestamps first 🔹 Compare against a baseline 🔹 Order of events can disprove the obvious story 🔹 Say what you can’t see Learning in public. SOC folks, what would you check next? @VictorAkinode @VAInitiatives @VeenodeLearn #CyberSecurity #VAMentorship
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Day 15: @VeenodeLearn @VictorAkinode Last week, I learnt about identifying suspicious emails. Today, I attended a class on phishing email analysis using Microsoft Sentinel. It's interesting to move from spotting red flags in an email to using security tools to investigate them.
Day 14: @VeenodeLearn @VictorAkinode From examining login records to analysing network traffic and spotting red flags in suspicious emails, this week has been a lot of learning. Today's lesson covered incident response,and a big cybersecurity lesson is to stop before acting.
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Please read this!
IMPORTANT UPDATE FOR SCHOLARSHIP APPLICANTS! If you applied for our scholarship, please keep an eye on your email. Starting Monday, October 26, we’ll begin sending out emails to applicants with updates on their application status, including whether they have been selected for the scholarship or not. Successful applicants will also receive instructions on the next steps and how to accept their scholarship offers. Please note that there will be a limited window to accept your offer, so make sure you check your inbox regularly, including your spam folder. We don’t want you to miss out simply because you didn’t see your email on time. Wishing everyone who applied the very best!
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For those who applied for our scholarship, you’ll start receiving feedback by next week Monday. Stay tuned and keep checking your emails.
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Victor Akinode retweeted
Some faces in our mentorship program.
Empowering the next generation of cybersecurity leaders continues to be at the heart of what we do alongside our amazing partner Veenode Learn These passionate minds from our cohort 4 are sharpening their skills, embracing new challenges, and preparing to build a safer digital future. Join us in celebrating their journey so far! #Cybersecurity #Mentorship #Cohort4 #TechTalent #YouthInTech #CybersecurityMentorship #VeeNode #TheVictorAkinodeFoundation #FutureLeaders #LinkedInCommunity
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