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- Added detailed ML systems context and architecture overview - Enhanced conceptual foundations for system configuration - Improved personal info section with professional development context - Expanded system info section with hardware-aware ML concepts - Added comprehensive testing explanations - Connected to real-world ML frameworks and practices - Improved learning scaffolding and step-by-step guidance