- Fixed test functions to only run when modules executed directly
- Added proper __name__ == '__main__' guards to all test calls
- Fixed syntax errors from incorrect replacements in Module 13 and 15
- Modules now import properly without executing tests
- ProductionBenchmarkingProfiler (Module 14) and ProductionMLSystemProfiler (Module 16) fully working
- Other profiler classes present but require full numpy environment to test completely
- Created ProductionMLSystemProfiler integrating all components
- Implemented cross-module optimization detection
- Added production readiness validation framework
- Included scalability analysis and cost optimization
- Added enterprise deployment patterns and comprehensive testing
- Added comprehensive ML systems thinking questions
