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Frustration with peer review in AI research is all too common, but what is its source? "How Can We Improve Peer Review in NLP?", now live on The Gradient, helps us through this topic by highlighting a recent paper by Anna Rogers and Isabelle Augenstein. Join in on a discussion of why reviewing is hard to do well, and how we might improve this process using Natural Language Processing.
Welcome to DevoLearn! Apply accessible machine learning algorithms [1,2] to biological images and download your data! Explore the world of embryogenesis using a variety of algorithms, and contribute to the community. Open-source software from the DevoWorm group (sponsored by Google Summer of Code and the OpenWorm Foundation) is now live.
NOTES:
[1] DevoLearn 0.2.0
[2] DevoWormAI (including OpenDevoCell)
Open Science is great, but institutional inertia and societal challenges can still hinder research. In "Building a Distributed Virtual Laboratory Adjacent to Academia", live now on MetaArXiv, learn how to develop an alternative academic institution.
Does machine learning face a replication crisis? In a new post on The Gradient titled “Quantifying Independently Reproducible Machine Learning“, Edward Raff re-implements 255 recent papers and shares his findings on what makes for reproducible research.
Join the OpenWorm Foundation and Orthogonal Research and Education Laboratory once again for Google Summer of Code. Projects range from deep learning to interface design to computational models of development. Proposal deadline is March 31, and the community bonding period starts April 27.
FYI, open publishing fans.
Here is some reading for you holiday: “Towards a Digital Diatom: image processing and deep learning analysis of Bacillaria paradoxa dynamic morphology”. Now live on biorXiv. Deep Learning, Biomechanics, and more in a fascinating organism!
Also be sure to check out our Github repository, recent presentation from DevoWormML (slides, lecture), and data repository at the Open Science Framework.
Join the Orthogonal Research and Education Laboratory and Data Reuse Initiative at Synthetic Daisies blog for Open Access Week 2019! We will have features on Tuesday (Infographical), Thursday (Educational), and Friday (Participational) of this week.Stay tuned for more!
