9:07Why Your Machine Learning Projects Won't Land You a Job (The 5 Levels of ML Projects)
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If you're job hunting with a portfolio, 'Won't Land You a Job' is what you fear. The thumbnail makes it a test. A beginner's notebook is marked NOOB, a real open-source repo ML MASTER, and 'what level are you' asks where your projects sit.
'Your' makes it about the viewer's own portfolio, and 'The 5 Levels' promises a ladder they can place themselves on and climb.
The white notebook against the dark GitHub page splits the frame into two sides, and the NOOB and ML MASTER badges still read at feed size when the code doesn't.
When your audience's work falls into levels, show the lowest and highest as real examples they'd recognise, and label each. Ask which level they are, and let the title say what the low level costs them.
Show the bottom and top rungs, then ask where they stand.
Apply this pattern to your next video.
Bring the reference into a packaging brief, then decide what your title and thumbnail should each communicate.