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What changes are proposed in this pull request?

Briefly describe the changes included in this Pull Request.

How is this patch tested?

  • I have written tests (not required for typo or doc fix) and confirmed the proposed feature/bug-fix/change works.

Does this PR change any dependencies?

  • No. You can skip this section.
  • Yes. Make sure the dependencies are resolved correctly, and list changes here.

Does this PR add a new feature? If so, have you added samples on website?

  • No. You can skip this section.
  • Yes. Make sure you have added samples following below steps.
  1. Find the corresponding markdown file for your new feature in website/docs/documentation folder.
    Make sure you choose the correct class estimators/transformers and namespace.
  2. Follow the pattern in markdown file and add another section for your new API, including pyspark, scala (and .NET potentially) samples.
  3. Make sure the DocTable points to correct API link.
  4. Navigate to website folder, and run yarn run start to make sure the website renders correctly.
  5. Don't forget to add <!--pytest-codeblocks:cont--> before each python code blocks to enable auto-tests for python samples.
  6. Make sure the WebsiteSamplesTests job pass in the pipeline.

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Acrolinx Scorecards

A minimum total score of 80 is required.

Select the total score link to review all feedback on clarity, consistency, tone, brand, terms, spelling, grammar, readability, and inclusive language. You should fix all spelling errors regardless of your total score. Fixing spelling errors helps maintain customer trust in overall content quality.

Article Total score
(Required: 80)
Terminology Spelling and grammar Clarity
(Readability)
docs/Explore Algorithms/Deep Learning/Getting Started.md 94 100 100 100
docs/Explore Algorithms/Other Algorithms/Cyber ML.md 82 100 52 73
docs/Get Started/Install SynapseML.md 78 100 100 33
docs/Reference/Docker Setup.md 72 100 82 49
docs/Reference/Dotnet Setup.md 85 100 71 66
docs/Reference/Quickstart - LightGBM in Dotnet.md 87 100 100 35
docs/Reference/R Setup.md 68 100 41 63
website/versioned_docs/version-1.0.12/Deploy Models/Overview.md 66 94 65 44
website/versioned_docs/version-1.0.12/Deploy Models/Quickstart - Deploying a Classifier.md 61 50 100 40
website/versioned_docs/version-1.0.12/Explore Algorithms/AI Services/Advanced Usage - Async, Batching, and Multi-Key.md 79 100 44 54
website/versioned_docs/version-1.0.12/Explore Algorithms/AI Services/Geospatial Services.md 70 62 73 50
website/versioned_docs/version-1.0.12/Explore Algorithms/AI Services/Multivariate Anomaly Detection.md 88 100 100 66
website/versioned_docs/version-1.0.12/Explore Algorithms/AI Services/Overview.md 85 100 96 73
website/versioned_docs/version-1.0.12/Explore Algorithms/AI Services/Quickstart - Analyze Celebrity Quotes.md 91 100 100 55
website/versioned_docs/version-1.0.12/Explore Algorithms/AI Services/Quickstart - Analyze Text.md 68 70 100 49
website/versioned_docs/version-1.0.12/Explore Algorithms/AI Services/Quickstart - Create Audiobooks.md 100 100 100 100
website/versioned_docs/version-1.0.12/Explore Algorithms/AI Services/Quickstart - Create a Visual Search Engine.md 83 100 100 51
website/versioned_docs/version-1.0.12/Explore Algorithms/AI Services/Quickstart - Document Question and Answering with PDFs.md 73 100 87 35
website/versioned_docs/version-1.0.12/Explore Algorithms/AI Services/Quickstart - Flooding Risk.md 75 74 100 31
website/versioned_docs/version-1.0.12/Explore Algorithms/AI Services/Quickstart - Predictive Maintenance.md 71 68 87 41
website/versioned_docs/version-1.0.12/Explore Algorithms/Anomaly Detection/Quickstart - Isolation Forests.md 70 100 73 33
website/versioned_docs/version-1.0.12/Explore Algorithms/Causal Inference/Overview.md 86 100 100 71
website/versioned_docs/version-1.0.12/Explore Algorithms/Causal Inference/Quickstart - Measure Causal Effects.md 84 100 66 72
website/versioned_docs/version-1.0.12/Explore Algorithms/Causal Inference/Quickstart - Measure Heterogeneous Effects.md 85 100 67 73
website/versioned_docs/version-1.0.12/Explore Algorithms/Causal Inference/Quickstart - Synthetic difference in differences.md 64 100 66 43
website/versioned_docs/version-1.0.12/Explore Algorithms/Classification/Quickstart - SparkML vs SynapseML.md 86 100 69 82
website/versioned_docs/version-1.0.12/Explore Algorithms/Classification/Quickstart - Train Classifier.md 84 100 100 61
website/versioned_docs/version-1.0.12/Explore Algorithms/Classification/Quickstart - Vowpal Wabbit on Tabular Data.md 81 100 100 40
website/versioned_docs/version-1.0.12/Explore Algorithms/Classification/Quickstart - Vowpal Wabbit on Text Data.md 71 71 100 42
website/versioned_docs/version-1.0.12/Explore Algorithms/Deep Learning/Distributed Training.md 91 100 100 72
website/versioned_docs/version-1.0.12/Explore Algorithms/Deep Learning/Getting Started.md 94 100 100 100
website/versioned_docs/version-1.0.12/Explore Algorithms/Deep Learning/ONNX.md 85 100 80 46
website/versioned_docs/version-1.0.12/Explore Algorithms/Deep Learning/Quickstart - Apply Phi Model with HuggingFace CausalLM.md 79 100 76 59
website/versioned_docs/version-1.0.12/Explore Algorithms/Deep Learning/Quickstart - Fine-tune a Text Classifier.md 100 100 100 100
website/versioned_docs/version-1.0.12/Explore Algorithms/Deep Learning/Quickstart - Fine-tune a Vision Classifier.md 100 100 100 100
website/versioned_docs/version-1.0.12/Explore Algorithms/Deep Learning/Quickstart - ONNX Model Inference.md 98 100 100 92
website/versioned_docs/version-1.0.12/Explore Algorithms/Deep Learning/Quickstart - Transfer Learn for Image Classification.md 100 100 100 100
website/versioned_docs/version-1.0.12/Explore Algorithms/Hyperparameter Tuning/HyperOpt.md 74 100 90 58
website/versioned_docs/version-1.0.12/Explore Algorithms/Hyperparameter Tuning/Quickstart - Random Search.md 76 100 100 41
website/versioned_docs/version-1.0.12/Explore Algorithms/LightGBM/Overview.md 92 100 88 83
website/versioned_docs/version-1.0.12/Explore Algorithms/LightGBM/Quickstart - Classification, Ranking, and Regression.md 93 100 100 66
website/versioned_docs/version-1.0.12/Explore Algorithms/OpenAI/Langchain.md 72 100 67 33
website/versioned_docs/version-1.0.12/Explore Algorithms/OpenAI/OpenAI.md 78 100 81 60
website/versioned_docs/version-1.0.12/Explore Algorithms/OpenAI/Quickstart - Custom Embeddings and Approximate KNN on GPU.md 61 100 41 26
website/versioned_docs/version-1.0.12/Explore Algorithms/OpenAI/Quickstart - OpenAI Embedding and GPU based KNN.md 71 100 89 31
website/versioned_docs/version-1.0.12/Explore Algorithms/OpenAI/Quickstart - OpenAI Embedding.md 72 100 88 32
website/versioned_docs/version-1.0.12/Explore Algorithms/OpenAI/Quickstart - Understand and Search Forms.md 85 100 100 100
website/versioned_docs/version-1.0.12/Explore Algorithms/OpenCV/Image Transformations.md 64 74 100 44
website/versioned_docs/version-1.0.12/Explore Algorithms/Other Algorithms/Cyber ML.md 82 100 52 73
website/versioned_docs/version-1.0.12/Explore Algorithms/Other Algorithms/Quickstart - Anomalous Access Detection.md 77 100 100 27

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@mhamilton723 mhamilton723 merged commit 9c91148 into microsoft:master Jul 3, 2025
7 of 8 checks passed
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