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This study evaluates the AIcon2abs method, an educational approach using the WiSARD weightless neural network algorithm to teach machine learning concepts to diverse audiences including K-12 students. A six-hour remote course with 34 Brazilian participants showed high satisfaction and effectiveness in demystifying AI for non-technical users.