# Python

::::card-grid
:::card{title="Observability for Hugging Face Datasets with Opik" href="/guides/python-huggingface-datasets"}
Start here to integrate Opik with Hugging Face Datasets for end-to-end LLM observability, unit testing, and optimization.
:::

:::card{title="Evaluate LLM Applications with Ragas Metrics in Opik" href="/guides/python-ragas"}
Use Ragas evaluation metrics to assess your LLM application quality and automatically track results in Opik for comprehensive performance monitoring.
:::

:::card{title="Validation Tracking for Guardrails AI with Opik" href="/guides/python-guardrails-ai"}
Start here to integrate Opik into your Guardrails AI-based genai application for validation tracking, compliance monitoring, and guard evaluation.
:::

:::card{title="Opik Python SDK" href="/guides/python-python-sdk"}
How to send data to Opik using the Opik Python SDK
:::

:::card{title="OpenTelemetry Python SDK" href="/guides/python-opentelemetry-python-sdk"}
How to send data to Opik using the OpenTelemetry Python SDK
:::
::::

## Related pages

- [.NET](./net-index.md)
- [Administration](./administration-index.md)
- [AI Coding Assistants](./ai-coding-assistants-index.md)
- [Changelog](../changelog.md)
- [Configuration](./configuration-index.md)
- [Contributing](./contributing-index.md)
- [Development](./development-index.md)
- [Evaluation](./evaluation-index.md)
- [Getting Started](./getting-started-index.md)
- [Guardrails](./guardrails-index.md)

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