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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
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
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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
6 views
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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
4 views
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Juan Manuel Ortiz de Zarate
Oct 4, 20249 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.
7 views
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Juan Manuel Ortiz de Zarate
Sep 17, 20248 min read
The Power of Scaling Techniques for Optimal Model Performance
Discover how scaling techniques in machine learning can boost model performance, ensure faster training, and enhance prediction accuracy.
6 views
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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
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Juan Manuel Ortiz de Zarate
Sep 3, 20249 min read
Introduction to Data Visualization
Data visualization is key for analyzing and communicating complex data, enabling clearer insights and better decision-making across various
4 views
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Juan Manuel Ortiz de Zarate
Aug 20, 202410 min read
Introduction to Statistics for Data Science
Explore the basics of statistical data analysis, covering key metrics like mean, variance, skewness, kurtosis, and correlation.
36 views
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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
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
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
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Juan Manuel Ortiz de Zarate
Jul 12, 202410 min read
Robustness in Regressions
Uncover the secrets to enhancing robustness in regression models. Find out how to tackle outliers and improve predictions.
14 views
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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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
Juan Manuel Ortiz de Zarate
Jun 22, 202412 min read
Dimensionality Reduction: Non-linear methods
Explore the depths of non-linear dimensionality reduction methods! Unravel complex data structures and enhance your analytics.
21 views
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Cristian Cardellino
Mar 29, 20249 min read
Modeling Data with Bayesian Statistics
In this article we will go through a quick overview of what Bayesian modeling is and how can we use probabilistic programming to leverage it
13 views
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