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AI Engineering with Python
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Module 6 · Frontier AI Engineering
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Vision: chart and graph reasoning
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📝 **Question:** What's the most reliable way to get accurate chart analysis? 📋 Pick the right answer. 💡 **Hint:** Re-read the theory above if unsure.
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📝 **Question:** What's the most reliable way to get accurate chart analysis? 📋 Pick the right answer. 💡 **Hint:** Re-read the theory above if unsure.
A
Ask 'is the trend up or down?' and accept the one-word answer — modern vision models read slope at human-level accuracy without scaffolding
B
First ask Claude to list (year, value) data points from the chart, then reason from the extracted data with adaptive thinking on
C
Ignore charts entirely; convert each one to a CSV upstream with matplotlib and feed Claude only the raw numerical table for analysis
D
Pass the chart as a base64 image with no instructions and a low max_tokens cap — the model figures out the question from the visual content alone
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