ATM
Getting Started
ATM - Auto Tune Models
Overview
Install
Requirements
Install with pip
Install from source
Install for Development
Data Format
Quickstart
1. Get the demo data
2. Create an ATM instance
3. Search for the best model
4. Explore the results
5. Make predictions
What’s next?
Credits
Citing ATM
Related Projects
BTB
Featuretools
Advanced Usage
Guide to the ModelHub database
Datasets
Dataruns
Hyperpartitions
Classifiers
Configuring ATM
Arguments
Database Configuration
AWS
Log
Dataset
Datarun
Using ATM with your own data
Setting up a distributed Database
1. Install mysql-server
2. Log into your MySQL instance as root
3. Create a new Database for ATM
4. Test your settings
Command Line Interface
Quickstart
1. Get the demo data
2. Create a dataset and generate it’s dataruns
3. Start a worker
Command Line Arguments
Using command line arguments
Using YAML configuration files
REST API
Quickstart
1. Start the REST API Server
2. Create a Dataset
3. Trigger a Datarun
4. Browse the results
Get all objects from a model
Get a single object by id
Get all the children objects
Additional information
Start additional process with different pid file
Restart the ATM process
Stop the ATM process
Start the ATM REST API server in foreground
Adding a classification method
1. Valid method classes
2. Creating the JSON file
Defining hyperparameters
Defining the Conditional Parameter Tree
3. (Optional) Adding a new method to the ATM library
Resources
API Reference
Subpackages
atm.api package
Submodules
Module contents
Submodules
atm.classifier module
atm.cli module
atm.compat module
atm.config module
atm.constants module
atm.core module
atm.data module
atm.database module
atm.encoder module
atm.method module
atm.metrics module
atm.utilities module
atm.worker module
Module contents
Contributing
Types of Contributions
Report Bugs
Fix Bugs
Implement Features
Write Documentation
Submit Feedback
Get Started!
Pull Request Guidelines
Unit Testing Guidelines
Tips
Release Workflow
History
0.2.2 (2019-07-30)
New Features
0.2.1 (2019-06-24)
New Features
0.2.0 (2019-05-29)
New Features
0.1.2 (2019-05-07)
New Features
0.1.1 (2019-04-02)
New Features
0.1.0 (2018-05-04)
ATM
Docs
»
atm package
»
atm.api package
Edit on GitHub
atm.api package
¶
Submodules
¶
atm.api.utils module
Module contents
¶
Functions
create_app
(atm[, debug])
atm.api.
create_app
(
atm
,
debug=False
)
[source]
¶