Method of operating a dishwasher appliance to limit user involvement

A dishwasher appliance, comprising:

• a tub defining a wash chamber for receipt of articles for washing;
• a controller comprising a user interface and at least one processor, the at least one processor configured to perform a plurality of operations, the plurality of operations comprising:
• receiving an indication from a user to start operation of the dishwasher appliance via the user interface;
• implementing an operational mode for the dishwasher appliance based on one or more user patterns, the operational mode configured to determine a cycle start time for a current wash cycle;
• implementing the current wash cycle at the determined cycle start time;
• after completing the current wash cycle, updating cycle information stored in at least one of a local memory or a cloud server communicatively coupled to the dishwasher appliance, the cycle information relating to the one or more user patterns, wherein updating the cycle information stored in at least one of the local memory or the cloud server communicatively coupled to the dishwasher appliance further comprises:
• implementing a machine learning process in the cloud server to update the one or more user patterns;
• determining whether the one or more user patterns changed across a plurality of wash cycles;
• if the one or more user patterns changed across the plurality of wash cycles, applying more weight to one or more recent user patterns of the one or more user patterns than historical user patterns of the one or more user patterns to establish a new user pattern;
• and
• re-implementing the machine learning process to further update the cycle information;
• and
• controlling one or more parameters of a subsequent wash cycle of the dishwashing appliance based on the updated cycle information.