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Why Your Machine Learning Projects Won't Land You a Job (The 5 Levels of ML Projects) thumbnail9:07

Why Your Machine Learning Projects Won't Land You a Job (The 5 Levels of ML Projects)

What to study

Identity & Self-Relevance

  • 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.
How the packaging works
Title

'Your' makes it about the viewer's own portfolio, and 'The 5 Levels' promises a ladder they can place themselves on and climb.

Thumbnail

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.

Remix this

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.

Ask your own AI chat for titles and thumbnail ideas for your video, using the psychology behind this one.

Make this prompt yours

Prepare a prompt for ChatGPT or Gemini. Images are generated there using your own account.

The transferable lesson

Show the bottom and top rungs, then ask where they stand.

NicheCareersArtificial Intelligence
Video formatExplainerList / Roundup
Click driverIdentity & Self-RelevanceLoss Avoidance
Visual signalUI ScreenshotSplit ScreenSide-by-Side ComparisonSupporting TextFace-LedMixedPhotography

Turn this reference into your next thumbnail brief

Take what works here and give your designer a clear direction.

  1. 1 Start with your video idea
  2. 2 Define your title, promise and thumbnail
  3. 3 Share your finished brief with your designer
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