We talked about what it takes to stand out in 2025 - beyond just knowing the latest tools or chasing another certification.
He’s built production ML systems at scale, navigated multiple interviews, and grown his personal brand while doing it.
Here’s a sneak peek of what we covered:
The exact tools, frameworks, and infra he uses daily at Deliveroo
What you can self learn and what needs to be learned on the job as an MLE
What each MLE interview round tested—and how he prepped
How expectations shift between roles: Data Analyst vs Data Scientist vs Machine Learning Engineer
How to pick a project that sells - so you don’t look like every other Kaggle clone
And how building a personal brand helped him get noticed faster
Upgrade to the paid tier now to get access to the full recording and unlock exclusive member resources to help you level up faster.
PS: Want to test your real-world ML skills? More practice questions just dropped on http…
