English - Advanced Puctuation for Clear, Persuasive writing
- Semicolon (;) - links two closely related independent clauses without a conjunction - Model A converged quickly; Model B overffited
- Colon (:) - Introduces a list, explanation, or quote after complete clause - Only one metric mattered: recall
- Em-dash (-) - Dramatic break, extra info, or parenthetical stronger than commas - Latency dropped - 40% in fact - after pruning
- Parentheses (()) - Side notes, acronyms, citations - We used adaptive optimisers (AdamW)
Examples:
- Semicolon: We ran five epochs; the loss plateaued
- Colon: Remember three rules: validate, version, verify
- Em-dash: Cost- though higher than expected- was justified
- Parentheses: The pipeline uses an ETL stage (extract-transform-load) before training
