Posts by Amog Kamsetty

06 . 16 . 2021

Introducing Distributed XGBoost Training with Ray

XGBoost-Ray is a novel backend for distributed XGBoost training. It features multi node and multi GPU training, distributed data loading, advanced fault tolerance such as elastic training, and a seamless integration with hyperparameter optimization f...

02 . 10 . 2021

Retrieval Augmented Generation with Huggingface Transformers and Ray

Huggingface Transformers recently added the Retrieval Augmented Generation (RAG) model, a new NLP architecture that leverages external documents (like Wikipedia) to augment its knowledge and achieve state of the art results on knowledge-intensive tas...

Ray x mlflow
01 . 13 . 2021

Ray & MLflow: Taking Distributed Machine Learning Applications to Production

In this blog post, we're announcing two new integrations with Ray and MLflow: Ray Tune+MLflow Tracking and Ray Serve+MLflow Models, which together make it much easier to build ML models and take them to production.

Pb2: Solo Gif
11 . 16 . 2020

Population Based Bandits: Provably Efficient Online Hyperparameter Optimization