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Variational Autoencoders: Intuitions and Math
In this article we will explore variational autoencoders in terms of the intuition behind them and the math needed to train them.
Cristian Cardellino
Mar 8, 20249 min read


A Brief Overview of Diffusion Models and Their Applications
In this article we will go through a brief review of diffusion models, how they work, what their usages are and what are the existing tools.
Cristian Cardellino
Feb 28, 20248 min read


Practical Machine Learning for Industry
In this article I'll share with you some advice based on personal experience when doing practical machine learning for the industry.
Cristian Cardellino
Feb 22, 202411 min read


Keeping Track of Experiments with MLFlow
This article introduces MLFlow and shows you how this great tool can help you boost your productivity in an experimentation environment.
Cristian Cardellino
Feb 16, 202411 min read


Fine-Tuning Hugging Face Language Models with Pytorch Lightning
In this article I will show how to harness the power of PyTorch Lightning to train and evaluate a Hugging Face Sentence Classification LLM.
Cristian Cardellino
Feb 9, 20248 min read


Generative vs. Discriminative Models in Machine Learning
What are Generative Models? What are Discriminative Models? In this article we'll go through the fundamentals of each type of model.
Cristian Cardellino
Feb 7, 20249 min read
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