Established a food classification system to estimate calories and nutritional information using TensorFlow and Inception v3. Achieved 87 per cent accuracy with 3 selected classes from 100 and 98 per cent accuracy with 10 random classes. Focused on model explainability,visualization, and integrated a user-friendly interface with a Flask Python backend.