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Synapseml
synapseml
GitHub
synapseml
microsoft/synapseml
microsoftsynapseml
microsoft
Homepage
2 versions
2530 pages (1.1.3)
4 aliases
2
Versions
2530
Pages (1.1.3)
4
Aliases
Pages
Versions
Usage
1.1.3
▼
stable
Code Review
Security Checklist
Deserialization (CWE-502)
Input Validation
Resource Management
+7 more
github.com/microsoft/SynapseML/blob/v1.1.3/.age...
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Acknowledgements
github.com/microsoft/SynapseML/blob/v1.1.3/.chg...
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Microsoft Machine Learning for Apache Spark
github.com/microsoft/SynapseML/blob/v1.1.3/core...
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Scala API Docs
github.com/microsoft/SynapseML/blob/v1.1.3/core...
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Spark Serving
Usage
Jupyter Notebook Examples
Spark Serving Hello World
Deploying a Deep Network with the CNTKModel
+6 more
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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Quickstart Deploying A Classifier
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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AI Services Advanced Guide: Asynchrony, Batching, Multi-Key
Step 2: Basic Usage
First we'll look at the full response objects:
We can select out just what we need:
What's going on under the hood
+5 more
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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Azure Maps Geospatial Services
Geocode addresses
Reverse Geocode Coordinates
Get Point In Polygon
Prerequisites
+7 more
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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Recipe: Azure AI Services - Multivariate Anomaly Detection
Setup
Create an Anomaly Detector resource
Create a Storage Account resource
Enter your service keys
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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Azure AI services
Prerequisites on Azure Databricks
Prerequisites on Azure Synapse Analytics
Usage
Vision
+17 more
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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Celebrity Quote Analysis with The Azure AI Services
Recognizing Images of Celebrities
Reading the quote from the image.
Understanding the Sentiment of the Quote
Tying it all together
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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Analyze Text with SynapseML and Azure AI Language
LanguageDetection
EntityLinking
KeyPhraseExtraction
PiiEntityRecognition
+2 more
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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Create audiobooks using neural Text to speech
Step 2: Attach the storage account to hold the audio files
Step 3: Read in text data
Step 4: Synthesize audio from text
Step 5: Listen to an audio file
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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Quickstart Create A Visual Search Engine
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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A Guide to Q&A on PDF Documents
Step 1: Provide the keys for Azure AI Services and Azure OpenAI to authenticate the applications.
Step 2: Load the PDF documents into a Spark DataFrame.
Step 3: Read the documents using Azure AI Document Intelligence.
Step 4: Split the documents into chunks.
+4 more
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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Visualizing Customer addresses on a flood plane
Load address data:
Wire-up the Address Geocoder
Setup Check Point In Polygon
Cleanup Uploaded User Data (Optional)
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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Recipe: Predictive maintenance with the Azure AI Services for Big Data
Hypothetical scenario
Prerequisites
Setup
Create an Anomaly Detector resource
+5 more
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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Multivariate Anomaly Detection with Isolation Forest
Library imports
Input data
Read data
Training data preparation
+5 more
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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Overview
What is Causal Inference?
Causal Inference language
Causal Inference and Double machine learning
Usage
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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Startup Investment Attribution - Understand Outreach Effort's Effect
Data
Get Causal Effects with SynapseML DoubleMLEstimator
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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Startup Investment Attribution - Understand Outreach Effort's Effect"
Data
Create the Ortho Forest DML Estimator Model
Fit the model for the data
Transform the input data to see the model in action
+2 more
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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Scalable Synthetic Difference in Differences
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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Classification - SparkML vs SynapseML
Read the data
Extract features and process data
Classify using pyspark
Classify using SynapseML
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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Quickstart Train Classifier
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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Classification - Adult Census using Vowpal Wabbit in SynapseML
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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Twitter Sentiment Classification using Vowpal Wabbit in SynapseML
VW SynapseML Training
Model Performance Evaluation
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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Distributed Training
SynapseML's Simple DNN
Why Horovod
Why Pytorch Lightning
Sample usage with DeepVisionClassifier
+1 more
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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Getting Started
2. Install SynapseML Deep Learning Component
3. Try our sample notebook
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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ONNX
ONNXHub
Usage
<a name="slicing"></a>Model Slicing
Example
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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Apply Phi model with HuggingFace Causal ML
Apply Chat Template
Use local cache
Utilize GPU
Phi 4
github.com/microsoft/SynapseML/blob/v1.1.3/docs...
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