This is suite of the hands-on training materials that shows how to scale CV, NLP, time-series forecasting workloads with Ray.

Efficient Pandas and Ray Kafka Producer for python using actor model.

Batch LLM Inference with Ray Data LLM: From Simple to Advanced

Ray Data Connector for Snowflake

🚀 Hands-on Ray distributed computing examples: Core, Data, Train, Tune, Serve with PyTorch integration and ML workflows

🚀 Process JSON data in batches with `llm-batch`, leveraging sequential or parallel modes for efficient interaction with LLMs.