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Juan Manuel Ortiz de Zarate
3 days ago9 min read
AI That Thinks Before It Speaks
Optimizing AI reasoning with adaptive test-time computation using recurrent depth transformers for smarter, efficient problem-solving.
1 view
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Juan Manuel Ortiz de Zarate
Feb 68 min read
Saving AI from Itself: How to Prevent Model Collapse
Active Inheritance curates synthetic data to control LLM behavior, preventing AI model collapse and improving diversity, safety, and bias.
4 views
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Juan Manuel Ortiz de Zarate
Jan 319 min read
DeepSeek, the game-changing model
DeepSeek R1 enhances AI reasoning with reinforcement learning and distillation, achieving top-tier performance while maintaining efficiency
11 views
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Juan Manuel Ortiz de Zarate
Oct 9, 20249 min read
Orca: The New LLM Teacher
Orca 2: A smaller AI model that rivals larger ones by mastering task-specific reasoning, achieving high performance with less computation.
12 views
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Juan Manuel Ortiz de Zarate
Aug 27, 20249 min read
AI Researchers
AI Scientist automates research, generating ideas, running experiments, and writing papers, challenging AI's role in novel scientific discov
5 views
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Juan Manuel Ortiz de Zarate
Aug 2, 202410 min read
Understanding what the ML models have learned
Models could spread bias and discrimination if you don't know what they have learned. Here we show a technique to prevent it.
11 views
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Juan Manuel Ortiz de Zarate
Jul 17, 202410 min read
Biases in LLMs
Explore the hidden biases in LLMs and their impact. The opinions of which sector of society are reflected in them?
22 views
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Juan Manuel Ortiz de Zarate
May 24, 20249 min read
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.
24 views
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Juan Manuel Ortiz de Zarate
May 24, 20248 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!
24 views
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Cristian Cardellino
Apr 27, 202413 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
13 views
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Cristian Cardellino
Apr 10, 202411 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.
9 views
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Cristian Cardellino
Mar 26, 20248 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.
32 views
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Cristian Cardellino
Mar 8, 20249 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.
30 views
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Cristian Cardellino
Feb 28, 20248 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.
38 views
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Cristian Cardellino
Feb 7, 20249 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.
42 views
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