Academic Publications

Here you can find a list of publications and preprints in which some of MLJC members are involved. 

Calisto, Francesco et al. «Unsupervised learning of geometrical features from images by explicit group actions enforcement». September 2022. NeurReps Workshop 2022, NeurIPS 2022.  

  • Vision
  • Autoencoders
  • Symmetries and Geometry

Azeglio, Simone et al. «Improving Neural Predictivity in the Visual Cortex with Gated Recurrent Connections ». April 2022. Brainscore Workshop 2022, CoSyNe 2022.  

  • Vision
  • Convolutional Neural Networks
  • Symmetries

Azeglio, Simone et al. «Topological Data Analysis (TDA) Techniques Enhance Hand Pose Classification from ECoG Neural Recordings». October 2021. arXiv.org,

  • Brain Computer Interface
  • Topological Data Analysis
  • Medical AI

Di Bernardo, Arianna et al. «Latin writing styles analysis with Machine Learning: New approach to old questions». September 2021. arXiv.org,

  • Natural Language Processing

Zubov, Kirill et al. «NeuralPDE: Automating Physics-Informed Neural Networks (PINNs) with Error Approximations». July 2021. arXiv.org.

  • Scientific ML
  • Neural PDE
  • PINNs
  • Differential Equations

Bottero, Luca et al. «Physics-Informed Machine Learning Simulator for Wildfire Propagation». Proceedings of AAAI-MLPS 2021

  • Scientific ML
  • PINNs
  • Differential Equations

Bottero, Luca et al. «Physics-Informed Machine Learning Simulator for Wildfire Propagation». December 2020. arXiv.org

  • Scientific ML
  • PINNs
  • Differential Equations

Reports

Here you can find a list of periodic or special reports

 

Azeglio, Simone, et al. «Machine Learning Journal Club 2021 Activity Annual Report». March 2021

  • Annual activity report

Other Publications

Here you can find a list of articles written by MLJC members.

Azeglio, Simone, et al. «A Bunch of Words: An Introduction to SpaCy on CORD-19». Medium, 10 dicembre 2020.

  • NLP
  • Text Analysis
  • Spacy

Pasqualini, Jacopo. «A Creative Introduction to EDA». Medium, 18 ottobre 2020.

  • EDA
  • Data Analysis
  • Data Visualization

Di Bernardo, Arianna. «Validation Strategies». Medium, 16 settembre 2020.

  • Model Validaton
  • Machine Learning

Di Bernardo, Arianna. «Overfitting Review and the Validation Intervention». Medium, 5 settembre 2020.

  • Model Training
  • Overfitting
  • Machine Learning

Azeglio, Simone. «The Last Step in Data Preprocessing: Handling Missing Values». Medium, 30 agosto 2020.

  • Data Cleaning
  • Data Imputing
  • Data Preprocessing

Azeglio, Simone, et al. Machine Learning Journal. «DAIgnosis: Exploring the Space of Metrics». Medium, 22 maggio 2020,

  • Evaluation Metrics
  • Machine Learning

Azeglio, Simone. «Data Spectrometry or How to Preprocess Your Data». Medium, 31 luglio 2020.

  • EDA
  • Data Preprocessing

Azeglio, Simone. «DeepFake Detection Challenge: An Overview». Medium, 28 agosto 2020.

  • DeepFake
  • Siamese Networks

Azeglio, Simone. «The Learning Problem: Comparison between Brain and Machine». Medium, 24 settembre 2019.

  • Learning
  • Brain & Machines