Pattern Recognition Toolbox

The toolbox heavily relies on MATLAB-specific syntax and paradigms, which can be challenging for developers unfamiliar with the language.

Since the Pattern Recognition Toolbox is tightly integrated with MATLAB, it cannot be used in other programming environments without significant overhead or conversion efforts.

MATLAB's memory management and performance can become a bottleneck when working with very large datasets, impacting the scalability of machine learning tasks.

While basic usage is well-covered, detailed explanations for more complex scenarios or customization options are sparse, leading to a reliance on community forums and trial-and-error.