Welcome to another edition of “The Kaggle Blueprints”, where we will analyze Kaggle competitions’ winning solutions for lessons we can apply to our own data science projects.
This edition will review the techniques and approaches from the “BirdCLEF 2023” competition, which ended in May 2023.
Problem Statement: Deep Learning Inference under Limited Time and Computation Constraints
The BirdCLEF competitions are a series of annually recurring competitions on Kaggle. The main objective of a BirdCLEF competition is usually to identify a specific bird species by sound. The competitors are given short audio files of single bird calls and then must predict whether a specific bird was present in a longer recording.