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big-data-prediction's Introduction

read the COMP4434Final-Report.pdf to know the details. there are several files in this project, list at below:

  • three source data files: New_Teleplay.csv, Rating.csv, Teleplay.csv
  • 18063466D_task1.csv: store the predicted rating of recently published teleplays.
  • 18063466D_task2.csv: store user 53698โ€™s personalized rating of teleplays that are not rated yet.
  • task1_mapreduce_AND_task2_neuralNetwork.ipynb: include result of task 1 and the result of neural network of task 2
  • task2_contentBased.ipynb: include resluts of content-based recommendation system.
  • task2_collaborative_50iterations.ipynb: include results of collaborative filtering-based recommendation system in 50 iterations
  • task2_collaborative_200iterations.ipynb: include results of collaborative filtering-based recommendation system in 200 iterations

*** For the task2_collaborative_200iterations.ipynb, it needs 5-6 hours to output the result, please noted.

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