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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.

azure machine learning

Cloud Deployment in a Snap with Azure

Streamlined cloud deployment of Pachyderm on Azure for integrated ML data pipelines with automated scale and lineage.

Azure & Pachyderm Jupyter Notebook example

seldon ML lifecycle management

ML Lifecycle Management with Seldon

Deploying Seldon and Pachyderm together lets you pull in data from anywhere, build complex models and push them to production with ease.

Read the Integration Deep Dive

label studio ML datasets

Version control for data labeling

Now, Label Studio and Pachyderm are integrated to make it super simple to automate data versioning and lineage for labeling datasets – never lose track of your labels or data.

Azure & Pachyderm Jupyter Notebook example

clearML data engineering

Experimentation and data engineering unified

Uniting ClearML’s comprehensive experimentation and visualization with Pachyderm’s data orchestration engine delivers a complete ML experience.

Read article

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:

the new stack

The AI Infrastructure Alliance Wants to Build a ‘Canonical Stack’

venture beat

Band of AI startups launch ‘rebel alliance’ for interoperability

Our Partners

Arize

Comet ML

Determined AI

Label Studio

Snowflake

Weights & Biases

Superb AI

Seldon

See Pachyderm In Action

Watch a short demo which outlines the product in action

Data Pipeline

Transform your data pipeline

Learn how companies around the world are using Pachyderm to automate complex pipelines at scale.

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