Machine Learning Algorithms from Scratch
An implementation of some of the classic ML algorithms from scratch.
Posts by Collection
portfolio
Data reduction methods
An implementation of some data reduction techniques.
Data reduction experiments
An implementation of data reduction techniques on images and YOLO model.
Markov Decision Processes
Game implementation modeled through Markov Decision Processes.
publications
Application of the Representative Measure Approach to Assess the Reliability of Decision Trees in Dealing with Unseen Vehicle Collision Data
Published in Springer, 2024
Recommended citation: Perera-Lago, J., Toscano-Duran, V., Paluzo-Hidalgo, E., Narteni, S., Rucco, M. (2024). Application of the Representative Measure Approach to Assess the Reliability of Decision Trees in Dealing with Unseen Vehicle Collision Data. In: Longo, L., Lapuschkin, S., Seifert, C. (eds) Explainable Artificial Intelligence. xAI 2024. Communications in Computer and Information Science, vol 2156. Springer, Cham. https://doi.org/10.1007/978-3-031-63803-9_21
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An in-depth analysis of data reduction methods for sustainable deep learning
Published in Open Research Europe, 2024
Recommended citation: Perera-Lago J, Toscano-Duran V, Paluzo-Hidalgo E et al. An in-depth analysis of data reduction methods for sustainable deep learning. Open Res Europe 2024, 4:101 (https://doi.org/10.12688/openreseurope.17554.2)
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talks
GATMAID EMS Summer School, Poster Presentation
Published:
Participation in the GATMAID EMS Summer School, organized by the Centre de Recerca Matemàtica from June 25 to 29, 2024 with a poster titled “Representative measure approach to assess decision trees reliability”.
XAI Conference, Paper Presentation
Published:
Participation in The 2nd World Conference on eXplainable Artificial Intelligence with an oral presentation on the paper published in this conference.
Participation in Proceedings and Poster Presentation at the XAI Conference, Doctoral Consortium.
Published:
Participation in Doctoral Consortium at The 2nd World Conference on eXplainable Artificial Intelligence with a poster and proceedings introducing the thesis topic and objectives.
Spires Conference, Poster Presentation
Published:
Participation in the Centre for Topological Data Analysis 2024 conference, organized by the University of Oxford with a poster titled “Representative measure approach to assess decision trees reliability”.
Seminar about TDA and AI in Scuola di Robotica, Genova
Published:
Seminar on Topological Data Analisis and how to use this tool in combination with AI, as well as real-world case applications that we are carrying out within the context of REXASI-PRO to analyze the fleet of autonomous wheelchairs.
teaching
Teaching experience 1
Undergraduate course, University 1, Department, 2014
This is a description of a teaching experience. You can use markdown like any other post.
Teaching experience 2
Workshop, University 1, Department, 2015
This is a description of a teaching experience. You can use markdown like any other post.