> For the complete documentation index, see [llms.txt](https://playbooks.equalexperts.com/mlops-playbook/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://playbooks.equalexperts.com/mlops-playbook/pitfalls-avoid.md).

# Pitfalls (Avoid)

- [User Trust and Engagement](https://playbooks.equalexperts.com/mlops-playbook/pitfalls-avoid/user-trust-and-engagement.md)
- [Explainability](https://playbooks.equalexperts.com/mlops-playbook/pitfalls-avoid/explainability.md)
- [Avoid  notebooks in production](https://playbooks.equalexperts.com/mlops-playbook/pitfalls-avoid/avoid-notebooks-in-production.md)
- [Poor security practices](https://playbooks.equalexperts.com/mlops-playbook/pitfalls-avoid/poor-security-practices.md)
- [Don’t treat accuracy as the only or even the best way to  evaluate your algorithm](https://playbooks.equalexperts.com/mlops-playbook/pitfalls-avoid/dont-treat-accuracy-as-the-only-or-even-the-best-way-to-evaluate-your-algorithm.md)
- [Use machine learning judiciously](https://playbooks.equalexperts.com/mlops-playbook/pitfalls-avoid/use-machine-learning-judiciously.md)
- [Don’t forget to understand the at-inference usage profile](https://playbooks.equalexperts.com/mlops-playbook/pitfalls-avoid/dont-forget-to-understand-the-at-inference-usage-profile.md)
- [Don’t make it difficult for a data scientists to access data or use the tools they need](https://playbooks.equalexperts.com/mlops-playbook/pitfalls-avoid/dont-make-it-difficult-for-a-data-scientists-to-access-data-or-use-the-tools-they-need.md)
- [Not taking into consideration the downstream application of the model](https://playbooks.equalexperts.com/mlops-playbook/pitfalls-avoid/not-taking-into-consideration-the-downstream-application-of-the-model.md)


---

# Agent Instructions
This documentation is published with GitBook. GitBook is the documentation platform designed so that both humans and AI agents can read, navigate, and reason over technical content effectively. Learn more at gitbook.com.

## Querying This Documentation
If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://playbooks.equalexperts.com/mlops-playbook/pitfalls-avoid.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.