Ray
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What is Ray?
Ray is a unified framework for scaling AI and Python applications. It provides simple, universal primitives for building distributed applications. Ray is commonly used for scaling machine learning workloads, reinforcement learning, model serving, and general-purpose distributed computing. It simplifies the process of parallelizing tasks and managing distributed resources.
What other technologies are related to Ray?
Ray Competitor Technologies
Dask
Dask is a parallel computing framework that competes with Ray for distributed task execution, especially in Python.
Spark
Spark is a distributed computing framework that competes with Ray for data processing and ML tasks.
Flyte
Flyte is a workflow orchestration platform that can be used for machine learning pipelines, similar to Ray's capabilities.
Flink
Flink is a stream processing framework that competes with Ray for real-time data processing and ML tasks.
Metaflow
Metaflow is a framework for building and managing data science workflows, which overlaps with some of Ray's capabilities in workflow orchestration and distributed computing.
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Ray Complementary Technologies
Horovod
Horovod is a distributed training framework, often used in conjunction with distributed computing frameworks like Ray to accelerate model training.
DeepSpeed
DeepSpeed is a deep learning optimization library that can be integrated with distributed computing frameworks like Ray to improve training efficiency and scale.
MLFlow
MLflow is a platform for managing the ML lifecycle, and Ray can be used as a backend to run MLflow experiments and deployments in a distributed manner.
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Which job functions commonly mention Ray?
MLOps Engineer
2.3% of all MLOps Engineer jobs mention Ray
View 188
jobs on Sumble
Machine Learning
1.2% of all Machine Learning jobs mention Ray
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jobs on Sumble
AI Engineer
0.4% of all AI Engineer jobs mention Ray
View 387
jobs on Sumble
Data Scientist
0.1% of all Data Scientist jobs mention Ray
View 363
jobs on Sumble
Data, Analytics & Machine Learning
0.1% of all Data, Analytics & Machine Learning jobs mention Ray
View 2k
jobs on Sumble
Which organizations are mentioning Ray?
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