[pre-commit.ci] auto fixes from pre-commit.com hooks

pre-commit-ci[bot] · pre-commit-ci[bot] · commit 048dea156ff9 · 2026-05-11T11:56:48.000Z
for more information, see https://pre-commit.ci
diff --git a/machine_learning/naive_bayes_text_classification.py b/machine_learning/naive_bayes_text_classification.py
@@ -141,8 +141,7 @@ def predict_proba(self, text: str) -> dict[str, float]:
 
         max_log = max(log_posteriors.values())
         exp_scores = {
-            label: exp(score - max_log)
-            for label, score in log_posteriors.items()
+            label: exp(score - max_log) for label, score in log_posteriors.items()
         }
         normalizer = sum(exp_scores.values())
         return {label: score / normalizer for label, score in exp_scores.items()}

Original file line number	Diff line number	Diff line change
`@@ -141,8 +141,7 @@ def predict_proba(self, text: str) -> dict[str, float]:`
`141`	`141`
`142`	`142`	`max_log = max(log_posteriors.values())`
`143`	`143`	`exp_scores = {`
`144`		`- label: exp(score - max_log)`
`145`		`- for label, score in log_posteriors.items()`
	`144`	`+ label: exp(score - max_log) for label, score in log_posteriors.items()`
`146`	`145`	`}`
`147`	`146`	`normalizer = sum(exp_scores.values())`
`148`	`147`	`return {label: score / normalizer for label, score in exp_scores.items()}`