Academic publications

Zubov, Kirill, et al. «NeuralPDE: Automating Physics-Informed Neural Networks (PINNs) with Error Approximations». arXiv:2017.09443 [cs], July 2021. arXiv.org, https://arxiv.org/abs/2107.09443 [Scientific ML] [DifferentialEquations] [Julia NeuralPDE]

Bottero, Luca, et al. «Physics-Informed Machine Learning Simulator for Wildfire Propagation». Proceedings of AAAI-MLPS 2021 https://sites.google.com/view/aaai-mlps/proceedings?authuser=0 [Scientific ML] [DifferentialEquations] [Julia NeuralPDE] Please see AAAI 2021 MLJC page

Bottero, Luca, et al. «Physics-Informed Machine Learning Simulator for Wildfire Propagation». arXiv:2012.06825 [cs], December 2020. arXiv.org, http://arxiv.org/abs/2012.06825. [Scientific ML] [DifferentialEquations] [Julia NeuralPDE]

Other publications

Azeglio, Simone, et al. «A Bunch of Words: An Introduction to SpaCy on CORD-19». Medium, 10 dicembre 2020, https://medium.com/mljcunito/a-bunch-of-words-an-introduction-to-spacy-on-cord-19-d1587c0743eb.

Pasqualini, Jacopo. «A Creative Introduction to EDA». Medium, 18 ottobre 2020, https://medium.com/mljcunito/a-creative-introduction-to-eda-be9e906cbcb.

Di Bernardo, Arianna. «Validation Strategies». Medium, 16 settembre 2020, https://medium.com/mljcunito/validation-strategies-289df1507bd.

Di Bernardo, Arianna. «Overfitting Review and the Validation Intervention». Medium, 5 settembre 2020, https://medium.com/mljcunito/overfitting-review-and-the-validation-intervention-a3861eda10c7.

Azeglio, Simone. «The Last Step in Data Preprocessing: Handling Missing Values». Medium, 30 agosto 2020, https://medium.com/mljcunito/the-last-step-in-data-preprocessing-handling-missing-values-ae8f19dae309.

Azeglio, Simone. «The Learning Problem: Comparison between Brain and Machine». Medium, 24 settembre 2019, https://medium.com/mljcunito/the-learning-problem-comparison-between-brain-and-machine-1e52213a1a63.

Azeglio, Simone, et al. Machine Learning Journal. «DAIgnosis: Exploring the Space of Metrics». Medium, 22 maggio 2020, https://medium.com/mljcunito/daignosis-exploring-the-space-of-metrics-c6bca5d53acb.

Azeglio, Simone. «Data Spectrometry or How to Preprocess Your Data». Medium, 31 luglio 2020, https://medium.com/mljcunito/data-spectrometry-or-how-to-preprocess-your-data-2a6593ee5dbb.

Azeglio, Simone. «An Introduction to Feature Engineering: Feature Importance». Medium, 18 agosto 2020, https://medium.com/mljcunito/an-introduction-to-feature-engineering-feature-importance-7e8265eb3a36.

Azeglio, Simone. «A Second Step into Feature Engineering: Feature Selection». Medium, 21 agosto 2020, https://medium.com/mljcunito/a-second-step-into-feature-engineering-feature-selection-d597619e6e2b.

Azeglio, Simone. «DeepFake Detection Challenge: An Overview». Medium, 28 agosto 2020, https://medium.com/mljcunito/deepfake-detection-challenge-an-overview-a8f6fc5f6cfe.