My Solutions for Problem 1 and 2 Questions can be found here. Solution for Problem 1 incorporating new features within the model to achieve more accurate predictions. utilized regression techniques to forecast the timing of the next movie. used classification techniques to classify movie genres. Solution for Problem 2 the data files are stored in the required format for further processing. One-hot encoding is applied to categorical features within the dataset. BERT was employed to generate vector representations from textual data.