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- Update README and website to be more professional while staying welcoming - Remove excessive emojis from headers and tables - Keep strategic emoji usage for emphasis (checkmarks, warnings) - Clean up module tables and section headers - Update Mermaid diagrams to be cleaner - Fix module count (20 not 16) and accuracy claims (75%+ CIFAR-10) - Strengthen ML Systems engineering messaging throughout - Update milestone examples with correct historical references - Maintain accessibility and professional tone