Articles by Francesco Di Salvo (11)
March 15, 2023
Francesco Di Salvo
3 min
Contextualized Embeddings with ELMo
Discover the power of ELMo, the state-of-the-art deep-learning model that generates contextualized word representations for improved natural language processing tasks.
February 21, 2023
Francesco Di Salvo
3 min
Increase your productivity with your own PyTorch template
Enhance productivity with a custom PyTorch deep learning pipeline. Streamline model experimentation, secure reproducibility, and tailor to your needs.
January 17, 2023
Francesco Di Salvo
8 min
AI for breast cancer diagnosis
Analysis of AI applications for fighting breast cancer.
January 09, 2023
Francesco Di Salvo
3 min
The bias-variance tradeoff: an illustrated guide
The bias-variance tradeof helps you understand the balance between simplicity and complexity.
December 06, 2022
Francesco Di Salvo
14 min
Model uncertainty through Monte Carlo dropout - PT2
Practical example of the Monte Carlo dropout with code.
December 05, 2022
Francesco Di Salvo
28 min
30 Days of Machine Learning Engineering
30 Days of Machine Learning Engineering
November 21, 2022
Francesco Di Salvo
7 min
Model uncertainty through Monte Carlo dropout - PT1
Model uncertainty is typically handled via Bayesian Deep Learning, but this comes with a prohibitive cost. A solution is given by the MC Dropout.
October 31, 2022
Francesco Di Salvo
6 min
Five reasons why my Machine Learning models failed
Five reasons why my Machine Learning models failed and how to avoid them.
Francesco Di Salvo
4 min
Curse of dimensionality
Curse of dimensionality is referred to the dimensionality of the problem and the relative generalization ability of the solution.
Francesco Di Salvo
41 min
Machine Learning Theory course
Machine Learning course, starting from the basics.
Francesco Di Salvo
58 min
Natural Language Processing course
Comprehensive guide to Natural Language Processing, from the basic topics to some of the most difficult and interesting ones.