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AI and machine learning · 30 lessons · up to 10 minutes each
A planned vision path for safe image handling, grounded interpretation, and evaluation.
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Lessons 1–10
Topic: image input formats
Draw a small map of image input formats in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: image detail and resizing
Label the main pieces in image detail and resizing in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: visual question scope
Follow one input through visual question scope in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: multiple image comparison
Write down one practical difference between multiple image comparison in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: OCR and grounding checks
Mark where OCR and grounding checks in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: spatial uncertainty
Annotate a minimal example of spatial uncertainty in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: video frame sampling
Show how video frame sampling in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: image privacy boundaries
Describe one likely failure for image privacy boundaries in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: vision eval cases
Summarize an official example of vision eval cases in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: latency and payload budgets
Match one small use case to latency and payload budgets in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Lessons 11–20
Topic: image input formats
Create a small working example that uses image input formats in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: image detail and resizing
Combine image detail and resizing in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: visual question scope
Set up visual question scope in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: multiple image comparison
Add a check around multiple image comparison in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: OCR and grounding checks
Add OCR and grounding checks in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: spatial uncertainty
Extract spatial uncertainty in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: video frame sampling
Run sample data through video frame sampling in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: image privacy boundaries
Capture the result of image privacy boundaries in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: vision eval cases
Handle one expected failure from vision eval cases in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: latency and payload budgets
Write a short usage note for latency and payload budgets in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Lessons 21–30
Topic: image input formats
Add an edge-case test for image input formats in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: image detail and resizing
Add the relevant access, safety, or validation control to image detail and resizing in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: visual question scope
Record a small baseline for visual question scope in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: multiple image comparison
Change one measurable cost in multiple image comparison in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: OCR and grounding checks
Use an observable signal to explain a failure in OCR and grounding checks in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: spatial uncertainty
Show that rerunning spatial uncertainty in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: video frame sampling
Compare two documented approaches to video frame sampling in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: image privacy boundaries
Refine image privacy boundaries in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: vision eval cases
Check that a complete small flow using vision eval cases in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
Topic: latency and payload budgets
Check the implementation of latency and payload budgets in the context of image and video inputs, visual grounding, and uncertainty; save a short example or check that demonstrates the result.
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