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esenthil2018/table.csv

Created March 23, 2023 20:18
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table.csv
Tool Scalability Deployment Language Data Processing ML Libraries Execution Environment Ease of Use Use Cases
Apache Airflow High On-prem/cloud Python Limited Any Local, Kubernetes Moderate Data pipelines, workflow management, task scheduling
MLflow Medium On-prem/cloud Python Limited Any Local, Kubernetes Easy Experiment tracking, model management, model deployment
Kubeflow High Cloud Python Limited Any Kubernetes Moderate End-to-end ML pipelines, distributed training, model serving
Prefect High On-prem/cloud Python Limited Any Local, Kubernetes Easy Data pipelines, workflow management, task scheduling
TFX High Cloud Python TensorFlow TensorFlow Kubernetes Moderate End-to-end ML pipelines, TensorFlow-specific tasks
Dask High On-prem/cloud Python High Any Local, Kubernetes, HPC Moderate Large-scale data processing, parallel and distributed computing
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