data centric artificial intelligence
Data Centric Artificial Intelligence
The data-centric artificial intelligence is the modern approach to building AI systems using quality data. The data-centric AI prioritizes the quality of data over the quantity of data, while traditional model-centric AI does the opposite. The key is better data, not big data! The key idea of data-centric AI is to handle data the same way as handling high-quality materials when building a house i.e. spend relatively more time labelling, augmenting, managing and curating the data. The traditional way is to optimize the highly parameterized models using big data and achieve high performance.
Technology:
- Information Technology > Data Science > Data Mining (0.59)
- Information Technology > Data Science > Data Quality (0.55)
- Information Technology > Artificial Intelligence > Machine Learning (0.53)