Making use of knowledge science strategies and fashions to a enterprise use case represents the last word aim of most knowledge science work. However crossing the hole between knowledge science concept and software is difficult, requiring the info scientist to know a enterprise area, distinctive knowledge related to that area, and the wants and necessities of a buyer.
This text offers an strategy to making use of knowledge science strategies, corresponding to machine studying, to a notional enterprise use case. Comply with this text to learn to:
- Obtain a Enterprise Situation and Information.
- Conduct Information Exploration.
- Apply a Machine Studying Classification Mannequin.
- Make Predictions and Suggestions Based mostly on the Mannequin.
The Situation:
You’re employed for an automotive firm as a knowledge scientist. The corporate has a fame for making sporty and fast vehicles, and is growing a brand new automobile for the 1983 mannequin yr. The design workforce has a number of new drivetrain configurations to select from, every of which has implications for efficiency and gasoline economic system.