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winged Blue holdall bag grained Principles 4E07WqnFq winged Blue holdall bag grained Principles 4E07WqnFq winged Blue holdall bag grained Principles 4E07WqnFq winged Blue holdall bag grained Principles 4E07WqnFq winged Blue holdall bag grained Principles 4E07WqnFq
Abstract: winged Blue grained Principles holdall bag Reinforcement learning (RL) has recently achieved tremendous success in solving complex tasks. Careful considerations are made towards reproducible research in machine learning. Reproducibility in RL often becomes more difficult, due to the lack of standard evaluation method and detailed methodology for algorithms and comparisons with existing work. In this work, we highlight key differences in evaluation in RL compared to supervised learning and discuss specific issues that are often non-intuitive for newcomers. We study the importance of reproducibility in evaluation in RL and propose an evaluation pipeline that can be decoupled from the algorithm code. We hope such an evaluation pipeline can be standardized, as a step towards robust and reproducible research in RL.
TL;DR: We study the importance of reproducibility in evaluation in RL, and propose an evaluation pipeline that could be standardized, as a step towards robust and reproducible research in RL.
Keywords: reproducibility, evaluation pipeline, reinforcement learning, replication of results
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28 Jun 2018 ICML 2018 RML Paper12 Final DecisionA Large Frame Bowed Dark Gray Handles Satchel Bag BBqwZra Readers: Everyone
winged Principles bag grained holdall Blue Decision: grained bag holdall winged Blue Principles Accept (Poster)
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Product description

Item No. 0890103138

Create stylish smart-casual looks with this sleek bag from Principles. Showcasing a winged design and an all-over grained effect, the brand's gold-toned detailing, contrasting trims and grab handles add a chic touch, while the optional and adjustable shoulder strap makes this versatile piece the perfect finish to any outfit.

  • Holdall bag
  • Dimensions (HWD): 23 x 32 x 12cm
  • Two external pockets
  • Zip fastening
  • Shoulder strap & grab handles
  • Outer: 100% polyurethane
  • Lining: 100% polyester
  • Wipe clean only