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Juan Manuel Ortiz de Zarate
2 days ago9 min read
The Brains Behind AI’s Evolution
Discover how neural networks power modern AI, from deep learning to generative models, shaping the future of technology and innovation.
2 views


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.
5 views


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
6 views


Juan Manuel Ortiz de Zarate
Sep 10, 202411 min read
Handling missing data
Effectively handling missing data with univariate and multivariate imputation ensures reliable analysis and accurate machine learning models
1 view


Juan Manuel Ortiz de Zarate
Aug 7, 202410 min read
Harnessing the Power of Bagging in Ensemble Learning
Boost your model's accuracy with bagging! Learn how ensemble techniques can stabilize predictions and improve performance.
8 views


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


Juan Manuel Ortiz de Zarate
Jul 26, 202411 min read
The Fundamental Tool in Machine Learning: Decision Trees
Unlock the power of decision trees! Discover how this simple yet robust tool can revolutionize your data analysis.
23 views


Juan Manuel Ortiz de Zarate
Jun 28, 202410 min read
Clustering: Unveiling Patterns in Data
Explore clustering techniques in data science, including K-Means, hierarchical clustering, and DBSCAN, with insights and evaluation methods.
18 views
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