10 actions in 3 pieces of software · ranked by words, meaning and measured trust · 643 ms

1. 1rayverified and signedpassport

   libraryray-project/rayrecord13,378,597 downloads/month

   • ray

   • parallel

   • hyperparameter-tuningreinforcement-learning

   • python

   • deep-learning

   • distributed

   • machine-learning

   • serving

2. 2ray-trainverified and signedpassport

   skillorchestra-research/ai-research-skillsrecord

   • ray-train

     Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of nodes. Built-in hyperparameter tuning with Ray Tune, fault tolerance, elastic scaling. Use when training massive models across multiple machines or running distributed hyperparameter swe

3. 3debugging-output-and-previewing-html-using-rayverified and signedpassport

   skillspatie/freek.devrecord

   • debugging-output-and-previewing-html-using-ray

     Use when user says "send to Ray," "show in Ray," "debug in Ray," "log to Ray," "display in Ray," or wants to visualize data, debug output, or show diagrams in the Ray desktop application.