Machine Learning Journal Club - University of Turin
Publications
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
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