Language Detection Using Naive Bayes

Project Overview

<table><tbody><tr data-start=\"2036\" data-end=\"2510\"><td data-start=\"2067\" data-end=\"2510\" data-col-size=\"xl\">The notebook loads the “Language Detection.csv” dataset into pandas (10 337 entries with “Text” and “Language” columns) , then splits into training and test sets. It vectorizes text using <code data-start=\"2331\" data-end=\"2348\">TfidfVectorizer</code>, fits a <code data-start=\"2357\" data-end=\"2372\">MultinomialNB</code> model, and evaluates performance via accuracy score, confusion matrix, and classification report .</td></tr></tbody></table><table><tbody><tr data-start=\"2511\" data-end=\"2879\"><td data-start=\"2511\" data-end=\"2542\" data-col-size=\"sm\"></td></tr></tbody></table>