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MLOps Toys

A collection of MLOps Pipeline toys (templates for how to do things) for creating standard pipelines.

Most of these will be contained to a single folder. The README in that folder will explain what the pipeline is.

Current Toys

  • ✅ Working.
  • 🚧 In Progress.
  • ❌ Not Working.

apis :: fastapi_example
credential_mgmt :: sops
data_analytics :: metabase
data_build_tools :: dbt_pg
data_frontend :: streamlit
data_generators :: clf_log_generator
data_generators :: flog
🚧 data_lake :: iceberg
data_logging :: whylogs
🚧 data_platforms :: mlflow
data_processing :: pyspark
databases :: duckdb
databases :: mysql
databases :: pg
databases :: redis
🚧 databases :: trino
doc_styles :: diataxis
ds_models :: utils
graphql :: strawberry_graphql
🚧 local_dev :: localstack
logging :: grafana
logging :: prometheus
message_queues :: rabbitmq
model_explanation :: shap
orchestration_tools :: airflow
pipelines :: dagster-dbt
search_engine :: elasticsearch
streaming :: kafka_consumer_producer
streaming :: kinesis_streaming

Making a New Toy

Use:

just generate toy_name

Where toy_name is the name of the toy. It will make a folder in root. Move it to where it should be.

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Toys for MLOps pipelines.

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