Deep Learning with TensorFlow and Keras - Third Edition

18

Machine Learning Best Practices

Machine learning is much more than building and training models. Till now in this book, we focused on different deep learning algorithms and introduced the latest algorithms, their power, and their limitations. In this chapter, we change our focus, from the ML/DL algorithms to the practices that can make us better machine learning engineers and scientists.

The chapter will include:

• The need for best practices for AI/ML
• Data best practices
• Model best practices

The need for best practices

Today, deep learning algorithms are not just an active research area but part and parcel of many commercial systems and products. Figure 18.1 shows the investment in AI start-ups in the last five years. You can see that the ...