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The MLOps Ecosystem

When it comes to MLOps, no one tool can do it all. It takes an array of best-of-breed tools to truly automate the entire ML lifecycle.

The Machine Learning Tech Stack

We are proud founding members of the AI Infrastructure Alliance (AIIA) a global organization working together to build a complete ML platform with seamless integration points and clean APIs for ML.

NOTEBOOKS CODE REPO DATA ENGINEERING ORCHESTRATION PIPELINE DATA ENGINEERING ENGINE EXTERNAL DATA SOURCES SYNTHETIC DATA LABELING MODEL TESTING / VALIDATION ENGINE MODEL REPO EXPERIMENTATION ENGINE TRAINING ENGINE MONITORING FEATURE STORE METADATA STORE DATA FOUNDATION CLOUD OR ON-PREM INFRASTRUCTURE DEPLOYMENT ENGINE MODEL SECURITY ALERTING ENGINE LOGGING ENGINE SERVING ENGINE DATA SCIENCE EXPERIMENTATION PIPELINE EXPERIMENT TO SERVING SUCH AS GIT RBAC ROLE BASED ACCESS CONTROL GENERATION/ AUGMENTATION USE CASE DEPENDENT INGESTION TO DEPLOYMENT EXPERIMENT TO SERVING DATA INGESTION AND TRANSFORMATION STAGE USE CASE DEPENDENT PRIMARILY FOR STRUCTURED DATA VERSIONING DATA LAKE WITH LINEAGE TRACKING INGESTION TO SERVING (SUCH AS KUBERNETES/IAAS/OBJECT STORE/OS) EXPERIMENTS AND TESTING TRAINING AND TUNING DEPLOY TO PRODUCTION MAKE PREDICTIONS IN APPS DASHBOARDS

Highlighted Integration Partners

Pachyderm integrates with a wide variety of solutions in the ML Tech Stack, and provides sample code and examples for the following partners.

More about AI Infrastructure Alliance

The AI Infrastructure Alliance (AIIA) is a non-profit organization dedicated to bringing together the canonical stack of tools and infrastructure for Machine Learning. Here is some recent coverage:

Our Partners

Arize

Comet ML

Determined AI

Label Studio

Snowflake

Weights & Biases

Superb AI

Seldon

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