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Model description

This repo contains the model and the notebook on how to build and train a Keras即梦al model for Collaborative Filtering for Movie Recommendations.

Full credits to Siddhartha Banerjee.ai分析软件


Intended uses & limitations

Based on a user and movies they have rated highly in the past, this model outputs the predicted rating a user would give to a movie they haven’t seen yet (between 0-1). This information can be used to find out the top recommended movies for this user.grok中文版下载


Training and evaluation data

The dataset consists of user’s ratings on specific movies. It also consists of the movie’s specific genres.ima是什么软件


Training procedure

The model was trained for 5 epochs with a batch size of 64.百度aiapp


Training hyperparameters

The following hyperparameters were used during training:制作ai的软件

  • optimizer: {‘name’: ‘Adam’, ‘learning_rate’: 0.001, ‘decay’: 0.0, ‘beta_1’: 0.9, ‘beta_2’: 0.999, ‘epsilon’: 1e-07, ‘amsgrad’: False}
  • training_precision: float32


Training Metrics

Epochs Train Loss Validation Loss
1 0.637 0.619
2 0.614 0.616
3 0.609 0.611
4 0.608 0.61
5 0.608 0.609


Model Plot

View Model Plot

Model Image

数据统计

数据评估

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