Estimates, predictions Estimate the future value of a variable, for instance, the demand for products for the next week.

Alerts and diagnostics Alert of a foreseeable system failure

Anomaly detection Abnormal behaviors and observations. Applicable to medicine, surveillance, cybersecurity, terrorism, etc.

Fraud detection Indicators to prioritize for the next inspection.

Recommendation systems Offer articles of interest to a user or banner advertising with a higher probability of click or conversion (sale)

Segmentation Cluster customers by similarity. Group behaviors, images, etc.

Image and sound classification Tag the content of the video, image or audio file.

Image location and segmentation Locate the tagged area, in addition to tagging the content of an image

Art Neural Networks are used to generate images, text and music. It is also possible to introspect a trained network and have an intuition about “how” a network trained with a particular dataset thinks. The artist and anthropologist Andrés Pachón hired me to implement his artwork Abstract Machine. This work was exhibited at the ARCO fair. And later acquired by the Reina Sofía Museum for its collection .

Given an anonymized dataset relative to insurance policy offers (policy coverage information, client, property, and location), we had to predict if the potential client will accept the offer

Estimation of the cost of a claim for an insurance company.

Microscope image classification of proteins.

Complex and robust image search engine against noise and perspective shifts.

Predict, based on a chest CT scan, the probability that cancer will be diagnosed in the next few months

Given the anonymized GPS coordinates of a route during a trip, recognize a driver among more than 2,700 by their driving patterns

Complete list of competitions in which I have participated or currently participate