At Stitch Fix, we’re transforming the way people find what they love. Our clients want clothes that will help them present their best selves--yet without the burden of search or having to keep up with current trends. A core challenge of personalization at scale is growing and developing a successful inventory even as fashion and our clients’ tastes evolve. The Style Discovery team is focused on this challenge, helping to transform and scale Stitch Fix’s visibility into what people will love. To do this, we use embeddings, deep learning, inventory simulations, and creative approaches to machine learning integration, to discover the best merchandise for our clients.