Posts by Amog Kamsetty
Introducing Ray Lightning: Multi-node PyTorch Lightning training made easy
Ray Lightning is a new plugin that makes running multi-node GPU training with PyTorch Lightning fast and easy.
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...
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 & 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.
