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Juan Manuel Ortiz de Zarate
2 days ago8 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.
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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
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Juan Manuel Ortiz de Zarate
Nov 8, 202410 min read
Measuring Intelligence: Key Benchmarks and Metrics for LLMs
A comprehensive review of essential benchmarks and metrics for evaluating Large Language Models, from accuracy to fairness and conversationa
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Juan Manuel Ortiz de Zarate
Oct 29, 20249 min read
Optimizing Machine Learning Models
Optimize ML models with Grid Search, Random Search, and Bayesian Optimization. Boost performance, reduce overfitting, and enhance metrics.
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Juan Manuel Ortiz de Zarate
Oct 22, 20248 min read
Transforming Continuous Data: Mastering Discretization Techniques for Superior Data Analysis
Discretization transforms continuous data into categories for better analysis. Explore key techniques for both unsupervised and supervised m
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Juan Manuel Ortiz de Zarate
Oct 16, 202410 min read
The fundamental weapon against overfitting
A detailed guide on regularization techniques (L1, L2, Elastic Net, Dropout, Early Stopping) to prevent overfitting in machine learning mode
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