Fix formatting errors on embeddings finetuning docs

[strickvl]

https://docs.zenml.io/user-guides/llmops-guide/finetuning-embeddings you can see that formatting is off.

[coderabbitai]

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✨ Finishing touches

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[socket-security]

Review the following changes in direct dependencies. Learn more about Socket for GitHub.

Diff	Package	Supply Chain Security	Vulnerability	Quality	Maintenance	License
	psutil@​7.1.0
	hvac@​2.3.0
	transformers@​4.28.1
	ipython@​8.10.0
	langchain-core@​0.3.76
	setuptools@​80.9.0
	torch@​2.8.0
	transformers@​4.56.1
	nltk@​3.9.1
	sagemaker@​2.251.1
	zenml@​0.85.0
	numpy@​1.22.4
	numpy@​2.3.3
	litellm@​1.77.1
	langchain-community@​0.3.29
	pandas@​1.5.3
	pandas@​2.3.2
	scipy@​1.16.2
	langchain@​0.3.27
	google-cloud-aiplatform@​1.115.0
	mypy@​1.18.2
	torchvision@​0.23.0
	kfp@​2.14.3
	strands-agents-tools@​0.2.8
	langgraph@​0.6.7
	kubernetes@​33.1.0
	pytest@​8.4.2
	openai-agents@​0.3.1
	llama-index@​0.14.2
	datasets@​2.12.0
	torchaudio@​2.8.0
	mkdocs-material@​9.6.20
	scikit-learn@​1.5.0
See 95 more rows in the dashboard

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[socket-security]

Warning

Review the following alerts detected in dependencies.

According to your organization's Security Policy, it is recommended to resolve "Warn" alerts. Learn more about Socket for GitHub.

Action	Severity	Alert  (click "▶" to expand/collapse)
Warn		[email protected] has a Critical CVE. CVE: GHSA-3863-2447-669p transformers has a Deserialization of Untrusted Data vulnerability (CRITICAL) Affected versions: < 4.36.0 Patched version: 4.36.0 From: ? → pypi/[email protected] ℹ Read more on: This package | This alert | What is a critical CVE? Next steps: Take a moment to review the security alert above. Review the linked package source code to understand the potential risk. Ensure the package is not malicious before proceeding. If you're unsure how to proceed, reach out to your security team or ask the Socket team for help at [email protected]. Suggestion: Remove or replace dependencies that include known critical CVEs. Consumers can use dependency overrides or npm audit fix --force to remove vulnerable dependencies. Mark the package as acceptable risk. To ignore this alert only in this pull request, reply with the comment @SocketSecurity ignore pypi/[email protected]. You can also ignore all packages with @SocketSecurity ignore-all. To ignore an alert for all future pull requests, use Socket's Dashboard to change the triage state of this alert.

View full report

[github-actions]

Documentation Link Check Results

❌ Absolute links check failed
There are broken absolute links in the documentation. See workflow logs for details
✅ Relative links check passed
_{Last checked: 2025-09-19 13:44:07 UTC}