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Juan Manuel Ortiz de Zarate
Nov 810 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
3
Juan Manuel Ortiz de Zarate
Oct 299 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 228 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 1610 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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Juan Manuel Ortiz de Zarate
Oct 99 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.
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Juan Manuel Ortiz de Zarate
Oct 49 min read
Data Balancing With K-Means
A clustering-based method balances web-scraped datasets, improving AI model performance by ensuring diverse and uniform data representation.
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