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- Fix subject-verb agreement (neurons which differ, criterion is) - Capitalize 'Gaussian' as a proper noun - Add missing hyphens in compound adjectives (sigmoid-like) - Fix 'insight in' to 'insight into' - Complete the phrase 'from the desired' to 'from the desired output' - Remove redundant commas