Developed a machine learning system to classify news articles as real or fake using TF-IDF feature extraction and Logistic Regression. Implemented a text preprocessing pipeline including tokenization and stopword removal to improve model performance. Built RESTful APIs using FastAPI to accept article input and return predictions in real time. Evaluated the model using accuracy and F1-score metrics on a held-out test dataset.