Integrations & Tutorials: Revamp TOC POC

[ngrayluna]

Description

Removes unsupported (i.e. not on this HEX dashboard), *low page visits (Google Analytics), and/or broken notebooks (e.g. RayTune).

*Keeps top 10 most visited integration pages.

Integration section changes

• Landing page now has card-based layout that highlights popular ML integrations (PyTorch Lightning, HuggingFace, Keras, YOLOv5)
• ML Frameworks: Reduced from 13 pages to 6, keeps:
  • Keras, PyTorch, Lightning, Ignite, TensorFlow, and XGBoost
• ML Libraries: Reduced from 14 pages to 7, keeps:
  • Accelerate, Diffusers, SimpleTransformers, HuggingFace, OpenAI Gym, PyTorch Geometric, and Stable Baselines 3
• Cloud Platforms:
  • Azure OpenAI, OpenAI Fine-tuning, and OpenAI API
• Removed: Workflow Orchestration group (moved Hydra to Other)

Tutorial section changes

• Simplified the Tutorials landing page to focus on key tutorials: Weave, Models Registry, MONAI, and XGBoost Sweeps
• Consolidated Fundamentals and Framework Tutorials sections
• Improved the Keras integration documentation with better structure, clearer examples, and updated code snippets

[github-actions]

📚 Mintlify Preview Links

🔗 View Full Preview

📝 Changed (9 total)

📄 Pages (8)

File	Preview
models/integrations.mdx	Integrations
models/integrations/keras.mdx	Keras
models/integrations/lightning.mdx	Lightning
models/integrations/simpletransformers.mdx	Simpletransformers
models/integrations/stable-baselines-3.mdx	Stable Baselines 3
models/integrations/ultralytics.mdx	Ultralytics
models/tutorials.mdx	Tutorials
models/tutorials/keras_models.mdx	Keras Models

⚙️ Other (1)

File
docs.json

---

🤖 Generated automatically when Mintlify deployment succeeds
📍 Deployment: 93105a3 at 2026-01-28 23:58:15 UTC

[github-actions]

🔗 Link Checker Results

⚠️ Some issues were detected

Checked against: https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app

---

Summary

Status	Count
🔍 Total	111
✅ Successful	84
⏳ Timeouts	0
🔀 Redirected	18
👻 Excluded	0
❓ Unknown	0
🚫 Errors	9
⛔ Unsupported	0

Errors per input

Errors in models/tutorials.mdx

• [403] https://www.wandb.courses/courses/201-model-registry?utm_source=wandb_docs&utm_medium=code&utm_campaign=tutorials | Rejected status code (this depends on your "accept" configuration): Forbidden
• [403] https://www.wandb.courses/courses/building-llm-powered-apps?utm_source=wandb_docs&utm_medium=code&utm_campaign=tutorials | Rejected status code (this depends on your "accept" configuration): Forbidden
• [403] https://www.wandb.courses/courses/ci-cd-for-machine-learning?utm_source=wandb_docs&utm_medium=code&utm_campaign=tutorials | Rejected status code (this depends on your "accept" configuration): Forbidden
• [403] https://www.wandb.courses/courses/data-validation-for-machine-learning?utm_source=wandb_docs&utm_medium=code&utm_campaign=tutorials | Rejected status code (this depends on your "accept" configuration): Forbidden
• [403] https://www.wandb.courses/courses/decision-optimization?utm_source=wandb_docs&utm_medium=code&utm_campaign=tutorials | Rejected status code (this depends on your "accept" configuration): Forbidden
• [403] https://www.wandb.courses/courses/effective-mlops-model-development?utm_source=wandb_docs&utm_medium=code&utm_campaign=tutorials | Rejected status code (this depends on your "accept" configuration): Forbidden
• [403] https://www.wandb.courses/courses/enterprise-model-management?utm_source=wandb_docs&utm_medium=code&utm_campaign=tutorials | Rejected status code (this depends on your "accept" configuration): Forbidden
• [403] https://www.wandb.courses/courses/steering-language-models?utm_source=wandb_docs&utm_medium=code&utm_campaign=tutorials | Rejected status code (this depends on your "accept" configuration): Forbidden
• [403] https://www.wandb.courses/courses/training-fine-tuning-LLMs?utm_source=wandb_docs&utm_medium=code&utm_campaign=tutorials | Rejected status code (this depends on your "accept" configuration): Forbidden

Redirects per input

Redirects in models/integrations.mdx

• [200] https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/docs/library/integrations/python-sdk | Redirect: Followed 1 redirect resolving to the final status of: OK. Redirects: https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/docs/library/integrations/python-sdk --> https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models

Redirects in models/integrations/keras.mdx

• [200] https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/artifacts/ | Redirect: Followed 1 redirect resolving to the final status of: OK. Redirects: https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/artifacts/ --> https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/artifacts
• [200] https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/tables/ | Redirect: Followed 1 redirect resolving to the final status of: OK. Redirects: https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/tables/ --> https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/tables
• [200] https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/track/ | Redirect: Followed 1 redirect resolving to the final status of: OK. Redirects: https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/track/ --> https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/track

Redirects in models/integrations/lightning.mdx

• [200] https://github.com/PyTorchLightning/metrics | Redirect: Followed 1 redirect resolving to the final status of: OK. Redirects: https://github.com/PyTorchLightning/metrics --> https://github.com/Lightning-AI/torchmetrics
• [200] https://pytorch-lightning.readthedocs.io/en/stable/common/trainer.html | Redirect: Followed 1 redirect resolving to the final status of: OK. Redirects: https://pytorch-lightning.readthedocs.io/en/stable/common/trainer.html --> https://lightning.ai/docs/pytorch/stable/common/trainer.html
• [200] https://pytorch-lightning.readthedocs.io/en/stable/extensions/callbacks.html | Redirect: Followed 1 redirect resolving to the final status of: OK. Redirects: https://pytorch-lightning.readthedocs.io/en/stable/extensions/callbacks.html --> https://lightning.ai/docs/pytorch/stable/extensions/callbacks.html
• [200] https://pytorch-lightning.readthedocs.io/en/stable/extensions/logging.html | Redirect: Followed 1 redirect resolving to the final status of: OK. Redirects: https://pytorch-lightning.readthedocs.io/en/stable/extensions/logging.html --> https://lightning.ai/docs/pytorch/stable/extensions/logging.html
• [200] https://wandb.me/lit-colab | Redirect: Followed 1 redirect resolving to the final status of: OK. Redirects: https://wandb.me/lit-colab --> https://colab.research.google.com/github/wandb/examples/blob/master/colabs/pytorch-lightning/Supercharge_your_Training_with_Pytorch_Lightning_and_Weights_and_Biases.ipynb
• [200] https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/app/features/panels/code/ | Redirect: Followed 1 redirect resolving to the final status of: OK. Redirects: https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/app/features/panels/code/ --> https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/app/features/panels/code
• [200] https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/artifacts/ | Redirect: Followed 1 redirect resolving to the final status of: OK. Redirects: https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/artifacts/ --> https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/artifacts

Redirects in models/integrations/simpletransformers.mdx

• [200] https://app.wandb.ai/cayush/simpletransformers/reports/Using-simpleTransformer-on-common-NLP-applications---Vmlldzo4Njk2NA | Redirect: Followed 1 redirect resolving to the final status of: OK. Redirects: https://app.wandb.ai/cayush/simpletransformers/reports/Using-simpleTransformer-on-common-NLP-applications---Vmlldzo4Njk2NA --> https://wandb.ai/cayush/simpletransformers/reports/Using-simpleTransformer-on-common-NLP-applications---Vmlldzo4Njk2NA

Redirects in models/integrations/ultralytics.mdx

• [200] https://github.com/wandb/wandb/issues/new?template=sdk-bug.yml | Redirect: Followed 1 redirect resolving to the final status of: OK. Redirects: https://github.com/wandb/wandb/issues/new?template=sdk-bug.yml --> https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fwandb%2Fwandb%2Fissues%2Fnew%3Ftemplate%3Dsdk-bug.yml
• [200] https://wandb.me/ultralytics-inference | Redirect: Followed 1 redirect resolving to the final status of: OK. Redirects: https://wandb.me/ultralytics-inference --> https://colab.research.google.com/github/wandb/examples/blob/ultralytics/colabs/ultralytics/00_inference.ipynb
• [200] https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/runs/ | Redirect: Followed 1 redirect resolving to the final status of: OK. Redirects: https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/runs/ --> https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/runs
• [200] https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/tables/ | Redirect: Followed 1 redirect resolving to the final status of: OK. Redirects: https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/tables/ --> https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/tables

Redirects in models/tutorials.mdx

• [200] https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/tutorials/xgboost_sweeps/ | Redirect: Followed 1 redirect resolving to the final status of: OK. Redirects: https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/tutorials/xgboost_sweeps/ --> https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/tutorials/xgboost_sweeps

Redirects in models/tutorials/keras_models.mdx

• [200] https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/artifacts/ | Redirect: Followed 1 redirect resolving to the final status of: OK. Redirects: https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/artifacts/ --> https://wb-21fd5541-integrations-tutorials-section-revamp-demo.mintlify.app/models/artifacts
  Full Github Actions output