# Good MLOps is good ML supply chain security

DevFeed: [Good MLOps is good ML supply chain security](<https://devfeed.tech/articles/good-mlops-is-good-ml-supply-chain-security-13070.md>)

Original publisher: [Read original article](<https://www.chainguard.dev/unchained/good-mlops-is-good-ml-supply-chain-security>)

Published: 2023-07-25T00:00:00Z

Content type: article

Language: en

Sources: [Chainguard: Unchained](<https://devfeed.tech/sources/chainguard-unchained.md>)

Topics: [supply-chain-security](<https://devfeed.tech/topics/supply-chain-security.md>), [MLOps](<https://devfeed.tech/topics/mlops.md>), [Security](<https://devfeed.tech/topics/security.md>), [AI, ML & Data Engineering](<https://devfeed.tech/topics/ai-ml-data-engineering.md>), [Software Engineering](<https://devfeed.tech/topics/software-engineering.md>), [chainguard](<https://devfeed.tech/topics/chainguard.md>)

Tags: [data](<https://devfeed.tech/tags/data.md>), [ml-ops](<https://devfeed.tech/tags/ml-ops.md>), [ml-security](<https://devfeed.tech/tags/ml-security.md>), [ml-supply-chain](<https://devfeed.tech/tags/ml-supply-chain.md>), [mlops](<https://devfeed.tech/tags/mlops.md>), [secure-by-default](<https://devfeed.tech/tags/secure-by-default.md>), [security](<https://devfeed.tech/tags/security.md>), [software-supply-chain-security](<https://devfeed.tech/tags/software-supply-chain-security.md>), [software-supply-chain-security-research](<https://devfeed.tech/tags/software-supply-chain-security-research.md>), [supply-chain-security](<https://devfeed.tech/tags/supply-chain-security.md>), [tensorflow](<https://devfeed.tech/tags/tensorflow.md>)

## AI overview

The article explains how MLOps and ML supply chain security share a common infrastructure philosophy. It identifies training data, data delivery, software dependencies, model code, training environments, build steps, and production deployment as parts of the machine learning supply chain whose security and correctness must be addressed together.

## Source excerpt

Uncover the symbiosis of good MLOps and ML supply chain security with Chainguard's expert insights.