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stc_movie_project's Introduction

STC_movie_project

The IPTV dataset contains the following features with more than 5 million rows and the size of data is more than 1 Gigabytes.

  • User ID
  • SESSION START (DATE/TIME)
  • SESSION DURATION
  • PROGRAM NAME
  • PROGRAM DESCRIPTION
  • PREOGRAM GENRE
  • PROGRAM CLASS
  • SERIES TITLE
  • SERIES NAME
  • Episode title
  • Episode number

The Challenges

  1. Technical (algorithm) challenges ( 80% of total score )
    • Build machine-learning model to predict the top 10 items (movie, series) which the user will watch in future (60 %)
      • The final model should take as input a list of (user IDs) and output the result for each user
      • The list of items (movie, series) to choose from (rank) will be given
      • The user that we will test on, will have historical data in the training set
    • Determine user profiling (20 %)
      • How many real users for the same account and their gender and age
  2. Presentation challenges ( 20% of total score )
    • Determine the best way to present the result (i.e. long tail plot for a given user)

stc_movie_project's People

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