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How to Build a Machine Learning Portfolio That Gets You Hired! thumbnail7:00

How to Build a Machine Learning Portfolio That Gets You Hired!

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What to study

Expectation Violation

Kaggle is the portfolio advice most machine learning beginners hear. Here it's on a tombstone, and Marina presents it with a doubtful look. If you've spent months on Kaggle projects, you'll want to know why, and the title promises what to build instead.

How the packaging works
Title

'That Gets You Hired' hints that most portfolios don't, and the title stays plain so the thumbnail can do the provoking.

Thumbnail

The tombstone and blue Kaggle logo read at a glance, and Marina's open palm and raised eyebrow make the burial playful, not angry.

Remix this

When your audience leans on a popular tool you think is overrated, put its logo on a tombstone. Keep the title a plain promise of the better result, and save what replaces it for the video.

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How to Build a Machine Learning Portfolio That Gets You Hired! thumbnail

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The transferable lesson

Bury the advice they trust, then promise what works.

NicheCareersArtificial Intelligence
FormatHow-to / Tutorial
Click driverExpectation ViolationCuriosity Gap
Visual signalBrand-LedIconFace-LedMixedPhotography
Turn the lesson into a decision

Apply this pattern to your next video.

Bring the reference into a packaging brief, then decide what your title and thumbnail should each communicate.

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