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Retrieval Augmented Generation: Increasing knowledge of your LLM
Dive into the world of Retrieval-Augmented Generation! See how RAG transforms AI responses by blending retrieval with generation.

Juan Manuel Ortiz de Zarate
May 24, 20249 min read


The Mathematics of Language
Computers model text with vectors. Using Word2Vec, FastText, and Transformers, they understand and generate context-aware text. Learn how!

Juan Manuel Ortiz de Zarate
May 24, 20249 min read


The Age of Digital Deception: The Dangers of Deep Fakes
Recent years have birthed a dangerous usage of the technology offered by neural networks, the deep fakes. We'll explore them in this article
Cristian Cardellino
Apr 27, 202413 min read


Generative Adversarial Networks (GANs): A Comprehensive Exploration
Let's explore Generative Adversarial Networks (GANs), one of the pioneers of Gen AI that was capable of producing photorealistic images.
Cristian Cardellino
Apr 10, 202411 min read


A Brief Introduction to Mixtures-of-Experts
In this article, we will explore the Mixture-of-Experts (MoE) and discuss the idea behind the gating mechanism used by the Sparse MoE.
Cristian Cardellino
Mar 26, 20248 min read


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


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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