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Kevin Murphy

(4 articles)
Bayesian Network
1985

Bayesian Network

Graphical model that represents probabilistic relationships among variables using directed acyclic graphs (DAGs).

Generality: 820

AutoML (Automated Machine Learning)
2015

AutoML
Automated Machine Learning

Streamlines the process of applying ML by automating the tasks of selecting the appropriate algorithms and tuning their hyperparameters.

Generality: 790

PPO (Proximal Policy Optimization)
2017

PPO
Proximal Policy Optimization

RL algorithm that aims to balance ease of implementation, sample efficiency, and reliable performance by using a simpler but effective update method for policy optimization.

Generality: 670

NAS (Neural Architecture Search)
2017

NAS
Neural Architecture Search

Automated process that designs optimal neural network architectures for specific tasks.

Generality: 800