Guide Labs
20+ Years Experience
Our team has over two decades of expertise in interpretable machine learning.
Guide Labs is a product-focused research company, and our goal is to build a new class of interpretable AI systems that humans and domain experts can reliably understand, steer, and debug. We have assembled a team that has more than 20 years of experience focused on the interpretability and reliability of AI systems. We have published more than two dozen papers at top machine learning venues. Critically, we have shown that machine learning models trained solely for narrow performance measures, without regard for interpretability, result in models whose explanations are mostly unrelated to the model’s decision-making process, and are not aligned with humans for consequential decisions. Even worse, explanations of unchecked models can actively mislead.
