Chapter 8: Building a Complete ML Project Using the Platform
Until now, you have seen a few components of the platform and how it works. You will start this chapter by understanding the platform at a macro level. The holistic view will help you see how the components weave a complete solution for your machine learning (ML) needs.
In the later part of this chapter, you will see how you can start an ML project by using a simple example and how the teams and platform will help achieve your required goal.
In this chapter, you will learn about the following topics:
- Reviewing the complete picture of the ML platform
- Understanding the business problem
- Data collection, processing, and cleaning
- Performing exploratory data analysis
- Understanding feature engineering
- Building and evaluating the ML model
- Reproducibility
