Concepedia

A Human-in-the-loop Perspective on AutoML: Milestones and the Road Ahead.

Doris Jung Lin Lee, Stephen Macke, Doris Xin, Angela Lee, Silu Huang, Aditya Parameswaran

IEEE Data(base) Engineering Bulletin · 2019 · 51 citations · 27 references

Concepts

Automated Software EngineeringEngineeringHuman-in-the-loopAutomated ReasoningAutomationAutomated Machine LearningSystems EngineeringSoftware EngineeringRoad AheadComputer ScienceSoftware Design

References

27

Random search for hyper-parameter optimization

James Bergstra, Yoshua Bengio · 2012 · 7.9K citations

Neural Architecture Search with Reinforcement Learning

Barret Zoph, Quoc V. Le · arXiv (Cornell University) · 2016 · 3.9K citations · Full text

Artificial Intelligence, Natural Language Processing, Structured Prediction +15

Algorithms for hyper-parameter optimization

James Bergstra · 2011 · 3.2K citations · Full text

Guidelines for Human-AI Interaction

Saleema Amershi, Dan Weld, Mihaela Vorvoreanu et al. · 2019 · 1.5K citations

Artificial Intelligence, Engineering, Human-machine Interaction +16

Quantized Neural Networks: Training Neural Networks with Low Precision Weights and Activations

Itay Hubara, Matthieu Courbariaux, Daniel Soudry et al. · arXiv (Cornell University) · 2016 · 1.4K citations · Full text

Artificial Intelligence, Convolutional Neural Network, Engineering +17