Am Neumarkt 😱

#fun https://physics.aps.org/articles/v15/125

#stats the Library of Statistical Techniques (LOST)! https://lost-stats.github.io/

#fun Hmmmm, RStudio is doing some weird stuff recently. https://quarto.org/

#ml Fotios Petropoulos initiated the forecasting encyclopaedia project. They published this paper recently. Petropoulos, Fotios, Daniele Apiletti, Vassilios Assimakopoulos, Mohamed Zied Babai, Devon K. Barrow, Souhaib Ben Taieb, Christoph Bergmeir, et al. 2022. “Forecasting: Theory and Practice.” International Journal of Forecasting 38 (3): 705–871. https://www.sciencedirect.com/science/article/pii/S0169207021001758 Also available here: https://forecasting-encyclopedia.com/ The paper covers many recent advances in forecasting, including deep learning models. There are some important topics missing but I’m sure they will cover them in future releases.

#career > so the job of data scientist will only continue to grow in its importance in the business landscape. > > However, it will also continue to change. We expect to see continued differentiation of responsibilities and roles that all once fell under the data scientist category. https://hbr.org/2022/07/is-data-scientist-still-the-sexiest-job-of-the-21st-century

#python Guidelines for research coding. It is not the highest standard but is easy to follow. https://goodresearch.dev/

#ml https://arxiv.org/abs/2205.02302 Kreuzberger D, Kühl N, Hirschl S. Machine Learning Operations (MLOps): Overview, definition, and architecture. arXiv [csLG]. 2022 [cited 17 Jul 2022]. doi:10.48550/ARXIV.2205.02302

#ml The recommended readings serve as a good curriculum for transformers. https://web.stanford.edu/class/cs25/index.html#course

#ml 1.0! https://modelserving.com/blog/introducing-bentoml-10

#ml I was playing with dalle-mini ( https://github.com/borisdayma/dalle-mini ). So... in the eyes of Dalle-mini, 1. science == chemistry (? I guess), 2. scientists are men. Tried several times, same conclusions. It is so hard to fight against the bias in ML models. --- Update: OpenAI is fixing this. https://openai.com/blog/reducing-bias-and-improving-safety-in-dall-e-2/

#career https://www.microsoft.com/en-us/research/blog/ai4science-to-empower-the-fifth-paradigm-of-scientific-discovery/

#fun The History of User Interfaces https://history.user-interface.io/