- Performed the analysis using the Exploratory Data Analysis technique. Found features affecting the ratings of any particular movie and built a model to predict the movie ratings.
Analysis tasks performed:
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Combined all the datasets to create a Master data
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Explored the datasets using visual representations (graphs and tables), also includes the comments on the following:
- User Age Distribution
- User rating of the movie “Toy Story”
- Top 25 movies by viewership rating
- Find the ratings for all the movies reviewed by for a particular user of user id = 2696
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Feature Engineering:
- Found out all the unique genres
- Created a separate column for each genre category with a one-hot encoding ( 1 and 0) whether or not the movie belongs to that genre
- Determined the features affecting the ratings of any particular movie
- Developed a Linear Regression model to predict the movie ratings