Technical Blogs – manuelsolan-o

Datina

English

AI

Machine Learning

Datina was born out of the need to create a dedicated data science community on our college campus, complementing the existing software engineering group, Algoritmia. While…

Urban Planning & Data Science: My Work at IMEPLAN

English

IMEPLAN

In this blog, I will present the projects I developed while I was at IMEPLAN, an organization focused on urban and regional planning in the Guadalajara Metropolitan Area…

Understanding k-Fold Cross-Validation Data Splitting

English

Machine Learning

Model validation is a crucial step in machine learning to ensure that the model generalizes well to unseen data. One of the most effective techniques for evaluating the…

Implementing k-Means Clustering Algorithm in Python

English

Clustering

Machine Learning

Clustering is a fundamental technique in data science and machine learning, used to group similar data points together. One of the most popular clustering algorithms is…

Building a Neural Network from scratch

English

Machine Learning

Neural Networks

Neural Networks are computational graphs representing the formula of the training function.

Understanding Gradient Descent: SSR example

English

Calculus

Optimization

Machine Learning

As we mention in the Fitting Functions to Data blog, (Supervised) Machine Learning Algorithms are built by the following structure:

Understanding Linear Regression

English

Statistics

Machine Learning

Linear Regression is a fundamental yet powerful machine learning model that blends elements of statistics, linear algebra, and optimization. Understanding the concepts…

Fitting Functions to Data

English

AI

Machine Learning

At the core of many machine learning models, lies a very simple mathematical problem: fit a given set of data points into an appropriate function, then make sure this…

Reprojecting AGEBS with Topological Techniques

English

Geospatial Analysis

INEGI

Topology

In Mexico, the Basic Geostatistical Areas (AGEB) are fundamental geographical units for the collection, analysis, and presentation of statistical data. Defined and used by…

Data Science Fundamental Problems: Separating Hyperplane (Problem 1)

English

Data Science

Data science is a multidisciplinary field that uses scientific methods, processes, algorithms, and systems to extract knowledge and insights from structured and unstructured…

Data Analysis of Ant Social Structures

English

Data Analysis

Clusters

Topology

Ants, as social insects, exhibit complex behaviors and organizational structures within their colonies. This project focuses on analyzing and extracting relevant information…

An approximation to Informal Settlements Detection in Mexico

English

Geospatial Analysis

CNN

Image Segmentation

GIS Systems