Method for performing access control regarding quality of service optimization of memory device with aid of machine learning, associated memory device and controller thereof

Abstract

A method for performing access control regarding quality of service (QoS) optimization of a memory device with aid of machine learning an associated apparatus (e.g. the memory device and a controller thereof) are provided. The method may include: performing background scan on the NV memory to collect valley information of voltage distribution of memory cells within the NV memory, and performing machine learning based on a reinforcement learning model according to the valley information, in order to prepare a plurality of tables through the machine learning based on the reinforcement learning model in advance, for use of reading data from the NV memory; during a first time interval, writing first data and read the first data using a first table within the plurality of tables; and during a second time interval, reading the first data using a second table within the plurality of tables.