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Spam Message Detection Using NLP & Machine Learning I built a machine learning tool that uses NLP to label text…

Spam Message Detection Using NLP & Machine Learning I built a machine learning tool that uses NLP to label text messages as Spam or Not Spam. The tool wor…

Budget83
TypeFreelance
CategoryНе указано

Offer description

Spam Message Detection Using NLP & Machine Learning I built a machine learning tool that uses NLP to label text messages as Spam or Not Spam. The tool works with the SMS Spam Collection Dataset from the UCI Machine Learning Repository. Key Features Used a labelled set of spam and normal SMS messages. Did text cleaning and TF‑IDF Vectorization to turn words into numbers. Ran the Multinomial Naive Bayes model to predict labels. Separated the data into training and test parts to check performance. Checked outcomes with accuracy, precision, recall and F1‑score. Made a Streamlit app so you can try your own messages. Loaded the model and TF‑IDF tool with Joblib. Technologies Used Python | NLP | Pandas | Scikit‑learn TF‑IDF | Multinomial Naive Bayes | Streamlit Joblib Dataset SMS Spa...

Skills and categories

Data AnalysisData ScienceModel EvaluationNatural Language ProcessingPandasPythonStreamlitНе указано

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