Driving ML Data Quality with Data Contracts
Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only! Grab it Explore the concept of Data Contracts and their role in improving data quality and reliability for machine learning models in this 35-minute talk by Andrew Jones, Tech Lead at GoCardless. Learn how empowering data consumers to collaborate with data generators can lead to more effective ML models and data-driven products. Discover the key ML models used at GoCardless, the challenges of poor quality data, and the implementation of data contracts as a solution. Gain insights into creating good quality data, treating data as an API, and changing data culture within an organization. Understand the importance of aligning on problems, finding tailored solutions, and recognizing the value of data in driving successful ML initiatives.