Exploratory Data Analysis:

Which movies have maximum views/ratings?

What is the average rating for each movie? Define the top 5 movies with the maximum ratings.

The top 5 movies with the least audience.

Recommendation Model: Some of the movies hadn’t been watched and therefore, are not rated by the users. Netflix would like to take this as an opportunity and build a machine learning recommendation algorithm which provides the ratings for each of the users.

Divided the data into training and test data

Built a recommendation model on training data

Make predictions on the test data

Statistical Model

     Built a  prediction models to forecast demand

• Linear Regression – Utilize variables like date and restructure dates as 1 for 5 Feb 2010 (starting       from the earliest date in order). Hypothesize if CPI, unemployment, and fuel price have any impact on sales.