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Once it’s done you must persist the model and then on each request run a Spark job to load the model and make predictions on each Spark Streaming request To develop this system, you must first explore the dataset and build a model. Considerations: You are building a Bicycle Sharing demand forecasting service that combines historical usage patterns with weather data to forecast the Bicycle rental demand in real-time. Using this system people can rent a bike from one location and return it to a different place as and when needed. Bicycle sharing systems are a means of renting bicycles where the process of obtaining membership, rental and bike return is automated via a network of joint locations throughout the city. Project 2- Domain: Transportation Industry Business challenge/requirement: With the spike in pollution levels and the fuel prices, many Bicycle Sharing Programs are running around the world. The bank has asked you to develop a solution to ensure that clients capable of repayment are not rejected and the loans are given with a principal, maturity, and repayment calendar that will empower their clients to be successful. In order to make sure this underserved population has a positive loan experience, it makes use of a variety of alternative data-including telco and transactional information-to predict their clients' repayment abilities. Project 1- Domain: Financial Statement: A leading financial bank is trying to broaden the financial inclusion for the unbanked population by providing a positive and safe borrowing experience.