Property-based testing for web UIs, autonomously exploring and validating correctness properties, finding harder bugs earlier
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May 4, 2026 - Rust
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pbt
Here are 35 public repositories matching this topic...
Population Based Training (in PyTorch with sqlite3). Status: Unsupported
deep-learning hyperparameters hyperparameter-optimization deepmind hyperparameter-tuning pbt hyperparameter-search population-based-training
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Jan 31, 2018 - Python
The MacGraph network. An attempt to get MACnets running on graph knowledge
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Feb 11, 2019 - Python
A Julia implementation of choice sequence based PBT, inspired by Hypothesis
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Nov 2, 2025 - Julia
A simple PyTorch implementation of Population Based Training of Neural Networks.
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Mar 14, 2019 - Python
Reproducing results from DeepMind's paper on Population Based Training of Neural Networks.
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Sep 21, 2018 - Python
A friendly functional language for finding counterexamples 🎯
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Jul 15, 2024 - Haskell
Applying Population Based Training on Generative Adversarial Networks.
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Nov 23, 2018 - Python
Population-Based Training (PBT) implementation on ddpg
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Aug 19, 2019 - Python
My attempt to reproduce a water down version of PBT (Population based training) for MARL (Multi-agent reinforcement learning) using DDPPO (Decentralized & distributed proximal policy optimization) from ray[rllib].
ray pbt population-based-training self-play multi-agent-reinforcement-learning rllib marl pbt-marl ddppo
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Aug 25, 2020 - Jupyter Notebook
A small intro to property-based testing
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Oct 10, 2017 - Scala
Applying PBT optimization technique to different domains
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Jul 16, 2019 - Python
Bird Bioaccumulation (B) and Biotransformation (BT)
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Jan 15, 2022
Spec-driven heart disease prediction pipeline with NHS-styled dashboard. Classification, regression, and clustering on UCI Heart Disease data with clinical guardrails, property-based testing, and user journey prototypes for patients, clinicians, pharmacists, and workforce leaders.
python flask data-science machine-learning scikit-learn nhs pbt clinical-decision-support cardiovascular heart-disease nhsuk-frontend spec-driven-development
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Apr 16, 2026 - Python
Presentación de testing basado en propiedades
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Jul 14, 2022 - Scala
Population Based Training of neural networks for multiagent environments
deep-learning deep-reinforcement-learning hyperparameter-optimization policy-gradient multiagent-systems ddpg actor-critic pbt dqn-tensorflow
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Jan 7, 2021 - Python
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