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 hadnt 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.

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.

Thetop 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.

Dividedthe data into training and test data

Builta 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.