Strong knowledge of AI models and a maths background connecting them.
Software Engineering
Demonstrated
N/A
Data Analytics
Demonstrated
N/A
Python for Data Analysis
Demonstrated
N/A
Evidence
What happened in the session
Seniority check: PASS
Past project (10 min): Owned end-to-end scope, not just a piece — could speak to tradeoffs, failure modes, and why decisions were made, not just what was built.
Concepts (15-20 min): Explained classical ML/AI fundamentals with correct depth — not just definitions, but when/why to use one approach over another.
Verdict: Demonstrates independent ownership + correct depth + efficient debugging + clear reasoning → meets senior bar.
Action plan
What to do next
1
Create a showcase git repository (if not present).
2
Go through interviews on LinkedIn (certifications), TopTal, and Upwork for a side hustle (freelance).