Report Title: Collaborative Filtering and Recommendation
Dataset: 100k Movielens dataset Prediction: We would like to predict the movie ratings of each user using Deep Belief Network based on collaborative filtering.
Report:
- Introduce the background and motivation of using deep learning for collaborative filering.
- Describe the methodolgy of the Restrcted Boltzmann Machines and Deep Belief Network model. In particular, the model setup and the algotithms that we implement.
- The task, idea and approach of our model.
- Experiments and Evaluations results.