In this session, we will talk about how we can get deep learning and ml models with TensorFlow into production quickly right after prototyping. Using TensorFlow with big datasets in a distributed setting has been an issue for small teams like ours due to complicated MLOps code, but with what we cover in the talk, we could now do it simpler with a few extra lines of code, letting Databricks handle most of the MLOps and allowing data scientists to focus on feature engineering and building the actual models. We can now also leverage the best of both Spark and TensorFlow in a project, including all of TensorFlow ecosystem libraries like TensorFlow Hub, TensorFlow Recommenders, and ranking.
Rue Gilt Groupe
Manager, Data Science
Ronny Mathew is a Data Science Manager at Rue Gilt Groupe, building the next generation of shopping experiences for their members. He is passionate about applied machine learning and deep learning and works on recommendation systems, computer vision and Natural language processing for big data. At RGG, they are currently building the next generation of their personalization platform leveraging…
Ronny Mathew is a Data Science Manager at Rue Gilt Groupe, building the next generation of shopping experiences for their members. He is passionate about applied machine learning and deep learning and works on recommendation systems, computer vision and Natural language processing for big data. At RGG, they are currently building the next generation of their personalization platform leveraging cutting edge tools and algorithms.
Databricks
Developer Advocate
Denny Lee is a Developer Advocate at Databricks. He is a hands-on distributed systems and data sciences engineer with extensive experience developing internet-scale infrastructure, data platforms, and predictive analytics systems for both on-premise and cloud environments. He also has a Masters of Biomedical Informatics from Oregon Health and Sciences University and has architected and implemented powerful data solutions for enterprise Healthcare customers. His current technical focuses include Distributed Systems, Apache Spark, Deep Learning, Machine Learning, and Genomics.
Delta Lake Community Advocate
Marketing Manager