Building capabilities for ML Model Development and Training: Challenges and Best Practices

Presented by: Meenakshi Sharma, Technical Product Manager at Wayfair
At: MLOps Salon: Building AI-Enabled Products
To achieve success with ML, organizations have been investing in Machine learning platforms and operations. The goal is to provide their teams, such as data scientists and engineers, to be able to perform repeatable and scalable model lifecycle management starting from exploration, development, training to the final deployment and monitoring. While there are a wide range of frameworks, tools and technologies available, developing robust, scalable and efficient pipelines still remains complex due to the dynamic nature of the ML workflows. In this session, the speaker will discuss design considerations, challenges and best practices while building platforms for model development and training.