Support Vector Machines (SVMs) are powerful tools for classification and regression in machine learning. This article explores their geometric intuition, mathematical foundations, and use of kernels for handling non-linear data. It also covers Support Vector Regression (SVR), key applications across domains, strengths, limitations, and practical tips—offering a comprehensive, accessible guide to mastering margins.

Convolutional Neural Networks have revolutionized artificial intelligence by enabling machines to process visual data with remarkable accuracy. Inspired by the visual cortex, CNNs evolved from early models like LeNet-5 to powerful architectures such as AlexNet, VGG, ResNet, and DenseNet. This article explores CNN core concepts, key innovations, real-world applications, and future trends, highlighting their enduring impact on AI.

A clustering-based method balances web-scraped datasets, improving AI model performance by ensuring diverse and uniform data representation.

Boost your model's accuracy with bagging! Learn how ensemble techniques can stabilize predictions and improve performance.

Unlock the power of decision trees! Discover how this simple yet robust tool can revolutionize your data analysis.

Master the magic of reinforcement learning! See how AI learns to make decisions from scratch and optimizes actions.

In this article I share a experimentation framework I work with in my daily job. It uses MLFlow and Hydra to facilitate hypothesis testing.

In this article we'll explore Hydra, a tool for managing multiple configuration parameters and file when doing machine learning for research

Are political discourses consistent? Is a judgment fair? In this article, we'll explore argumentation mining, an AI field to analyze debates

In this article I'll share with you some advice based on personal experience when doing practical machine learning for the industry.

This article introduces MLFlow and shows you how this great tool can help you boost your productivity in an experimentation environment.

What are Generative Models? What are Discriminative Models? In this article we'll go through the fundamentals of each type of model.