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SQLFlow
Get Started
Quick Start
SQLFlow Language Guide
Installation
Develop, Release, and Use SQLFlow-in-a-VM
Install SQLFlow Playground on Your Kubernetes Cluster
Examples
Classify Iris Dataset Using DNNClassifer
Training a Text Classification Model Using SQLFlow
The Credit Card Fraud Detection Example
XGBoost on SQLFlow Tutorial
Explaining Model on SQLFlow Tutorial
Time Series Model on SQLFlow Tutorial
Train and Predict Titanic Dataset Using DNNClassifer in SQLFlow
Predict the Car Price using XGBoost in SQLFlow
Clustering the Active Power Consumption Using Clustering model in SQLFlow
Classify Cora Dataset Using GCN
Customize Data Analysis on SQLFlow Tutorial
Credit ScoreCard Model on SQLFlow
Use SQLFlow to Solve Optimization Problems
Design
SQLFlow Overall Design
SQLFlow Parser
Submitter
Piping Responses
Intermediate Representation
Compatibility with Various SQL Engines
ALPS Submitter
Explain the Machine Learning Model in SQLFlow
XGBoost on SQLFlow
SQLFlow Authentication and Authorization
Clustering in SQLFlow to Analyze Patterns in Data
Define Models for SQLFlow
ElasticDL on SQLFlow
Training and Validation
Information Necessary for Code Generators in SQLFlow
Feature Derivation
Closing the Producer Goroutine from the Consumer
Model Zoo
Workflow Package
SQL Program Dependency Analyze
Show Train Statement in SQLFlow
Model Market
Logs in SQLFlow
Auto Hyperparameter Tuning
Argo Workflow on SQLFLow
Comparisons of How to Contribute Models Designs
Diagnostic Attribute Error
Extend the SPARSE Column Transformer to Load Sparse Vectors in Different Data Formats
Feature Column Support in SQLFlow XGBoost models
Get the Model Metadata When Generating Prediction Workflow Codes
Mathematical Programming Solver with SQLFlow
Model Metadata Storage
Redesign the Numeric Column Clause in SQLFlow
SQLFlow Code Generator
SQLFlow Command Line Interface
SQLFlow Command-line Support Model Zoo Commands
SQLFlow Playground Server
SQLFlow Syntax Extension: TO RUN
ElasticDL
Getting Started with ElasticDL
ElasticDL Overall Design
Targeted Users
Dynamic Data Sharding Design
Concepts Design Doc
ElasticDL Parameter Server Design
High Performance Parameter Server Design
Design Doc: Distributed Embedding Layer
Design for Allreduce-based Training Support
Design Doc: Synchronous SGD
Design Doc: Asynchronous SGD
ElasticDL Training Checkpoints Design
Serving Design
Design to Support Custom Callback Using Keras API
Data IO Pipeline Design
Data Analysis and Tranformation
Design Overview for ElasticDL on SQLFlow
Contributes
Build from Source in a Docker Container
SQLFlow: Code Walkthrough
GitHub
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