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module.exports = {
docs: [
{
type: 'doc',
id: 'Overview',
label: 'What is SynapseML?',
},
{
type: 'category',
label: 'Get Started',
items: [
'Get Started/Create a Spark Cluster',
'Get Started/Install SynapseML',
'Get Started/Set up Cognitive Services',
'Get Started/Quickstart - Your First Models',
],
},
{
type: 'category',
label: 'Explore Algorithms',
items: [
{
type: 'category',
label: 'LightGBM',
items: [
'Explore Algorithms/LightGBM/Overview',
'Explore Algorithms/LightGBM/Quickstart - Classification, Ranking, and Regression',
],
},
{
type: 'category',
label: 'AI Services',
items: [
"Explore Algorithms/AI Services/Overview",
"Explore Algorithms/AI Services/Geospatial Services",
"Explore Algorithms/AI Services/Multivariate Anomaly Detection",
"Explore Algorithms/AI Services/Advanced Usage - Async, Batching, and Multi-Key",
"Explore Algorithms/AI Services/Quickstart - Analyze Celebrity Quotes",
"Explore Algorithms/AI Services/Quickstart - Analyze Text",
"Explore Algorithms/AI Services/Quickstart - Create a Visual Search Engine",
"Explore Algorithms/AI Services/Quickstart - Create Audiobooks",
"Explore Algorithms/AI Services/Quickstart - Document Question and Answering with PDFs",
"Explore Algorithms/AI Services/Quickstart - Flooding Risk",
"Explore Algorithms/AI Services/Quickstart - Predictive Maintenance",
],
},
{
type: 'category',
label: 'OpenAI',
items: [
"Explore Algorithms/OpenAI/Langchain",
"Explore Algorithms/OpenAI/OpenAI",
"Explore Algorithms/OpenAI/Quickstart - OpenAI Embedding",
"Explore Algorithms/OpenAI/Quickstart - OpenAI Embedding and GPU based KNN",
"Explore Algorithms/OpenAI/Quickstart - Custom Embeddings and Approximate KNN on GPU",
"Explore Algorithms/OpenAI/Quickstart - Understand and Search Forms",
],
},
{
type: 'category',
label: 'Deep Learning',
items: [
"Explore Algorithms/Deep Learning/Getting Started",
"Explore Algorithms/Deep Learning/ONNX",
"Explore Algorithms/Deep Learning/Distributed Training",
"Explore Algorithms/Deep Learning/Quickstart - Fine-tune a Text Classifier",
"Explore Algorithms/Deep Learning/Quickstart - Fine-tune a Vision Classifier",
"Explore Algorithms/Deep Learning/Quickstart - ONNX Model Inference",
"Explore Algorithms/Deep Learning/Quickstart - Transfer Learn for Image Classification",
"Explore Algorithms/Deep Learning/Quickstart - Apply Phi Model with HuggingFace CausalLM",
"Explore Algorithms/Deep Learning/Quickstart - Chat Completion with Azure AI Foundry Model",
],
},
{
type: 'category',
label: 'Responsible AI',
items: [
"Explore Algorithms/Responsible AI/Interpreting Model Predictions",
"Explore Algorithms/Responsible AI/Tabular Explainers",
"Explore Algorithms/Responsible AI/Text Explainers",
"Explore Algorithms/Responsible AI/Image Explainers",
"Explore Algorithms/Responsible AI/PDP and ICE Explainers",
"Explore Algorithms/Responsible AI/Data Balance Analysis",
"Explore Algorithms/Responsible AI/Explanation Dashboard",
"Explore Algorithms/Responsible AI/Quickstart - Data Balance Analysis",
"Explore Algorithms/Responsible AI/Quickstart - Snow Leopard Detection",
],
},
{
type: 'category',
label: 'Causal Inference',
items: [
"Explore Algorithms/Causal Inference/Overview",
"Explore Algorithms/Causal Inference/Quickstart - Measure Causal Effects",
"Explore Algorithms/Causal Inference/Quickstart - Measure Heterogeneous Effects",
"Explore Algorithms/Causal Inference/Quickstart - Synthetic difference in differences",
],
},
{
type: 'category',
label: 'Classification',
items: [
"Explore Algorithms/Classification/Quickstart - Train Classifier",
"Explore Algorithms/Classification/Quickstart - SparkML vs SynapseML",
"Explore Algorithms/Classification/Quickstart - Vowpal Wabbit on Tabular Data",
"Explore Algorithms/Classification/Quickstart - Vowpal Wabbit on Text Data",
],
},
{
type: 'category',
label: 'Regression',
items: [
"Explore Algorithms/Regression/Quickstart - Data Cleaning",
"Explore Algorithms/Regression/Quickstart - Train Regressor",
"Explore Algorithms/Regression/Quickstart - Vowpal Wabbit and LightGBM",
],
},
{
type: 'category',
label: 'Anomaly Detection',
items: [
"Explore Algorithms/Anomaly Detection/Quickstart - Isolation Forests",
],
},
{
type: 'category',
label: 'Hyperparameter Tuning',
items: [
"Explore Algorithms/Hyperparameter Tuning/HyperOpt",
"Explore Algorithms/Hyperparameter Tuning/Quickstart - Random Search",
],
},
{
type: 'category',
label: 'OpenCV',
items: [
"Explore Algorithms/OpenCV/Image Transformations",
],
},
{
type: 'category',
label: 'Vowpal Wabbit',
items: [
"Explore Algorithms/Vowpal Wabbit/Overview",
"Explore Algorithms/Vowpal Wabbit/Multi-class classification",
"Explore Algorithms/Vowpal Wabbit/Contextual Bandits",
"Explore Algorithms/Vowpal Wabbit/Quickstart - Classification, Quantile Regression, and Regression",
"Explore Algorithms/Vowpal Wabbit/Quickstart - Classification using SparkML Vectors",
"Explore Algorithms/Vowpal Wabbit/Quickstart - Classification using VW-native Format",
],
},
{
type: 'category',
label: 'Other Algorithms',
items: [
"Explore Algorithms/Other Algorithms/Smart Adaptive Recommendations",
"Explore Algorithms/Other Algorithms/Cyber ML",
"Explore Algorithms/Other Algorithms/Quickstart - Anomalous Access Detection",
"Explore Algorithms/Other Algorithms/Quickstart - Exploring Art Across Cultures",
],
},
],
},
{
type: 'category',
label: 'Use with MLFlow',
items: [
"Use with MLFlow/Overview",
"Use with MLFlow/Install",
"Use with MLFlow/Autologging",
],
},
{
type: 'category',
label: 'Deploy Models',
items: [
"Deploy Models/Overview",
"Deploy Models/Quickstart - Deploying a Classifier",
],
},
{
type: 'category',
label: 'Reference',
items: [
"Reference/Contributor Guide",
"Reference/Developer Setup",
"Reference/Docker Setup",
"Reference/R Setup",
],
},
],
};
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