In this short article, I will describe the different stages involved in developing the voice authentication model and also discuss some personal learning moments gleaned during the process.
Here is an overview of the article:
Problem Statement
High-level Model Design
Data Preprocessing
Voice Encoder via Contrastive Learning
Binary Classifier for Authentication
Model Performance