AI article

Beyond Pixels: How Computers Learn to See — My Journey into Computer Vision

Community description: What I learned on Day 1 of the kLab TekHer AI Program, Cohort 2 — how images are just numbers, how filters reveal edges, how CNNs learn, and why computer vision matters for Rwanda and Africa.

Dev.to | Oct 13, 2026 | Cynthia Umutoniwase

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Each task requires a different model architecture, different labelled training data, and a different evaluation strategy. Caption: "The same image, processed by four different filters. Caption: "Same model, four inputs, four very different results.

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