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Machine Learning

Classification and Predictions

London residential neighborhood with variables from the Airbnb price classification model overlaid — Patrones Lab
Project 04 · Machine learning

Airbnb Price Model

Supervised classification of listings as relatively expensive or inexpensive within each accommodation type.

Footballer taking a shot with annotations from the expected goals (xG) model — Patrones Lab
Project 06 · Football analytics

Expected Goals in Football

Logistic regression model that estimates the probability of each shot becoming a goal using public StatsBomb data, match-level validation and application to the Qatar 2022 World Cup.

Electrical storm with variables from the economic damage prediction model overlaid — Patrones Lab
Project 16 · Machine Learning

Weather Event Damage Model

Classification model for estimating economic damage in weather events, comparing logistic regression with a neural network.

Clustering and Anomalies

Payment terminal and cards with K-means clustering points for fraud detection — Patrones Lab
Project 08 · Machine learning

Fraud Model with K-means

Unsupervised K-means clustering applied to credit card fraud detection.

Payment terminal with DBSCAN cluster visualization for fraud detection — Patrones Lab
Project 10 · Machine learning

Fraud Model with DBSCAN

Unsupervised DBSCAN clustering to detect potential credit card fraud patterns.