During a technical meeting a few weeks ago, we had a discussion about feature interactions, and how... [ Continue Reading ]
Posts by: Mario Filho
How To Use Neural Networks to Forecast Multiple Steps of a Time Series
Time series are wonderful. I love them. They are everywhere. And we even get to brag about... [ Continue Reading ]
How To Predict Multiple Time Series With Scikit-Learn (With a Sales Forecasting Example)
You got a lot of time series and want to predict the next step (or steps). What... [ Continue Reading ]
How to Win the Machine Learning Competition of Australia’s Largest Telecommunications Company in Just 19 Days
Telstra, Australia's largest telecommunications and media company, sponsored a contest at Kaggle seeking data scientists that would... [ Continue Reading ]
Using Machine Learning to Predict the First Destination of 60,000 AirBnB Users
AirBnB is a technology company that offers a virtual environment where users can book accommodations to stay... [ Continue Reading ]
Classifying Customer Visits to Walmart in 37 Categories Using Machine Learning
Defining a customer's intent when visiting a store, whether real or virtual, can help a company deliver... [ Continue Reading ]
How We Won the Caterpillar Machine Learning Competition at Kaggle
Caterpillar is a manufacturer of industrial equipment such as tractors and engines. To maintain their operations, they... [ Continue Reading ]
Determining Product Relevance in a Search Engine With Machine Learning
One of the most important tasks for an e-commerce site is to ensure that users find the... [ Continue Reading ]
How I Got 6th Place Among 985 Participants in the Facebook Machine Learning Competition
In this recruiting competition, Facebook provided anonymous data about users of an auction site. The task was... [ Continue Reading ]
Machine Learning for Sales Forecasting Using Weather Data
WalMart is a company with thousands of stores in 27 countries. It is possible to find several... [ Continue Reading ]