Welcome to SINGA-Auto’s Documentation!¶
What is SINGA-Auto?¶
SINGA-Auto is a distributed system that trains machine learning (ML) models and deploys trained models, built with ease-of-use in mind. To do so, it leverages on automated machine learning (AutoML).
For Application Developers and Application Users, without any ML expertise, they can:
- Create a model training job for supported tasks, with their own datasets
- Deploy an ensemble of trained models for inference
- Integrate model predictions in their apps over HTTP
For Model Developers, they can:
- Contribute to SINGA-Auto’s pool of model templates
- User Guide
- Developer Guide
- Python Documentation
The research is supported by the National Research Foundation, Prime Minister’s Office, Singapore under its National Cybersecurity R&D Programme (Grant No. NRF2016NCR-NCR002-020), National Natural Science Foundation of China (No. 61832001), National Key Research and Development Program of China (No. 2017YFB1201001), China Thousand Talents Program for Young Professionals (3070011 181811).