Data-Centric AI is an approach to building machine learning models by focusing more on data instead of code. In this workshop, we are going to learn how to leverage data-centric AI techniques to build good models.
The outcome of this workshop is as follows:
- Understand the importance of quality data on model performance
- Learn techniques for improving data quality
- Learn how to use tools such as DVC and IPython Widgets
Intermediate level
The participants should have knowledge of building models using any deep learning framework. Preferably they should also have a basic understanding of computer vision.