Roadmap MLOps

[aacecandev]

• Data ingestion
• Data validation
• Data preprocessing
• Model training
• Model analysis
• Model validation
• Model deployment
• ML applications lifecycle
• Model performance monitoring
• ONNX
• evidently

seldon-core
kubeflow
mlflow
clearml
tfx
tfdv
fugue
airflow
spark
dvc
iterative.ai tools
cloud provider tools (sagemaker, vertexai, azure ml studio)
snowflake free alternatives
roboflow