The Principles of Data-Centric AI (DCAI)

Understand

Data is a crucial infrastructure to how artificial intelligence (AI) systems learn.

• However, these systems to date have been largely model-centric, putting a premium on the model at the expense of the data quality.
• Data quality issues beset the performance of AI systems, particularly in downstream deployments and in real-world applications.
• Data-centric AI (DCAI) as an emerging concept brings data, its quality and its dynamism to the forefront in considerations of AI systems through an iterative and systematic approach.