US 12,386,913 B2
Utilizing machine-learning models to generate identifier embeddings and determine digital connections between digital content items
Jongmin Baek, Foster City, CA (US); Jiarui Ding, Foster City, CA (US); Ermo Wei, San Bruno, CA (US); and Scott McCrae, Mill Valley, CA (US)
Assigned to Dropbox, Inc., San Francisco, CA (US)
Filed by Dropbox, Inc., San Francisco, CA (US)
Filed on May 31, 2024, as Appl. No. 18/680,956.
Application 18/680,956 is a continuation of application No. 18/153,960, filed on Jan. 12, 2023, granted, now 12,008,065.
Application 18/153,960 is a continuation of application No. 17/131,488, filed on Dec. 22, 2020, granted, now 11,568,018, issued on Jan. 31, 2023.
Prior Publication US 2024/0320288 A1, Sep. 26, 2024
Int. Cl. G06F 16/958 (2019.01); G06F 16/14 (2019.01); G06F 40/284 (2020.01); G06F 40/30 (2020.01); G06N 3/044 (2023.01); G06N 3/045 (2023.01); G06N 3/084 (2023.01); G06N 5/02 (2023.01); G06N 20/00 (2019.01)
CPC G06F 16/958 (2019.01) [G06F 16/14 (2019.01); G06F 40/284 (2020.01); G06F 40/30 (2020.01); G06N 3/044 (2023.01); G06N 3/045 (2023.01); G06N 3/084 (2013.01); G06N 20/00 (2019.01); G06N 5/02 (2013.01)] 20 Claims
OG exemplary drawing
 
1. A system comprising:
at least one processor; and
at least one non-transitory computer-readable storage medium storing instructions that, when executed by the at least one processor, cause the system to:
identify one or more identifiers corresponding to one or more digital content items;
generate one or more identifier embeddings corresponding to the one or more identifiers by utilizing a first machine learning model;
generate file relation predictions between the one or more digital content items by processing the one or more identifier embeddings utilizing a second machine learning model;
determine, for a first digital content item of the one or more digital content items, a storage location within a file structure for a user account based on a file relation prediction associated with the first digital content item; and
store the first digital content item at the storage location within the file structure for the user account.