Systems and methods for managing cache replacement with machine learning

Systems and methods for management of a computer-based cache are provided. A system can include a processor, a cache, a memory device, and a storage device. The processor can be configured to evict a page from the cache to a history index based upon a greater weight respectively assigned to a least frequently used (LFU) and least recently used policy (LRU) policy, detect a requested page that was evicted to the history index, and adjust the respective weights assigned to the policies based upon the requested page being in the history index.