Machine Learning for Streaming Data with Python

Chapter 12: Conclusion and Best Practices

Throughout the chapters of this book, you have been introduced to the field of machine learning on streaming data, using mainly online models. In this last chapter, it is time for a recapitulative overview of all that has been seen throughout the eleven earlier chapters of the book.

This chapter will cover the following:

• Best practices to keep in mind
• Next steps for your learning journey
• Best practices

Practice is always different from theory. You have seen a lot of theoretical knowledge throughout this book. In this final section, you will see a number of best practices that always need to be kept in mind while applying the theory in real-life use cases:

1. Clean data/data quality

Data quality and ...