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Found this amazing Cheat sheet for Pandas library for Machine Learning. This is all you need almost for pandas.

Waiting for the day when Pytorch support for the M1 GPU is complete... #PyTorch #MacBookPro

15 years ago my PhD advisor taught me One Weird Trick for editing your own writing. Edit **back to front**, paragraph by paragraph. I still use it and it still surprises me how well it works. When I get my students to do it, it often blows their minds. Try it!

Graph Neural Networks for Natural Language Processing: A Survey 130 pages reviewing GNNs used for NLP, including applications and future directions. arxiv.org/abs/2106.06090

The literature survey regarding external knowledge fusion for natural language understanding is now available online. #NLP #KnowledgeGraph #InformationFusion sciencedirect.com/science/articl…

Our research in Scientific Reports presents a probabilistic label tree for structured ICD code prediction. This approach leverages the hierarchical structure of ICD labels, demonstrating competitive performance on the MIMIC-III database. Full details here. go.nature.com/3ZcFKRc

Our Elsevier Neurocomputing paper is now online: doi.org/10.1016/j.neuc…

Congratulations to my PhD student Zeqiang Wang & Yuqi Wang for their work on #longitudinal semantic shifts getting accepted EMNLP 2025 Findings. Co-supervised w/ WeiWang, Nishanth Sastry (nsastry@masto Don.social) & Jon Johnson CLOSER. metadata-automation