Systems and methods for improving forest-based malware detection within an organization

The disclosed computer-implemented method for improving forest-based malware detection within an organization may include (i) receiving, at a backend computing system, organization data from at least one organization computing device within an organization computer network, (ii) adjusting, at the backend computing system, a general use forest model based on the organization data to generate an organization-specific forest model for detecting malicious computer files within the organization computer network, and (iii) sending, from the backend computing system, the organization-specific forest model to the at least one organization computing device. Various other methods, systems, and computer-readable media are also disclosed.