Real-time customizable AI model collaboration and marketplace service over a trusted AI model network
View Patent ↗Aspects of the present disclosure provide for a novel system and method where users can promote, subscribe, license, train collaboratively, and/or trade AI models in real-time over an AI trusted model network that represents a group of trusted users across platform agnostic ways. The system and methods described herein may effectively provide a marketplace to collaboratively develop and reliably disseminate developed AI models to other users who may have similar needs. The system may include an AI user device server (AI-UDS), an AI trusted model network (AI-TMN), an AI secure marketplace system (AI-SMPS), an AI collaborative training platform (AI-CTP), an AI secure transaction fulfillment system (AI-STFS), and an AI model license subscription management platform (AI-LSMP).
1. A marketplace service system for facilitating transference of artificial intelligence (AI) models, the system comprising:
an AI user device server (AI-UDS) configured to:
provide a secure interface for transmitting and receiving one or more fully trained AI models to one or more AI user device agents (AI-UDAs); and
provide a secure interface for transmitting and receiving one or more partially trained AI models to the one or more AI-UDAs;
an AI trusted model network (AI-TMN) configured to store the one or more partially trained or fully trained AI models, either generated originally by a user or additionally trained or modified by the one or more AI-UDAs;
an AI secure marketplace system (AI-SMPS) configured to enable the transference of the one or more AI models stored in the AI-TMN via buying, selling, renting and/or bartering;
an AI collaborative training platform (AI-CTP) configured to enable a plurality of users to further train an AI model stored in the AI-TMN collaboratively by:
transmitting the AI model to each of the plurality of users in parallel; and merging results of further training on each of the transmitted AI models
from each of the plurality of users
wherein the one or more partially trained or fully trained AI models transferred via the AI-AMPS from storage in the AI-TMN are customizable to the user who obtains the one or more partially trained or fully trained AI models, such that the one or more partially trained to fully trained AI models are used for inference in a different context and with different constraints than the one or more partially trained or fully trained AI models storied in the AI-TMN.
2. The system of claim 1 , further comprising an AI secure transaction fulfillment system (AI-STFS) configured to facilitate a peer-to-peer payment system for AI models stored in the AI-TMN.
3. The system of claim 1 , further comprising an AI model license subscription management platform (AI-LSMP) configured to facilitate licenses to the plurality of users for using the one or more AI models stored in the AI-TMN.
4. The system of claim 1 , wherein the AI-TMN is a first AI-TMN configured to store AI models specialized in a first technical field, and the system further comprises a second AI-TMN configured to store AI models specialized in a second technical field different from the first technical field.
5. The system of claim 1 , wherein bartering via the AI-SMPS comprises:
agreeing to provide access of a first AI model, trained by a first user, to a second user; and
agreeing to provide access of a second AI model, trained by the second user, to the first user.
6. The system of claim 1 , wherein the AI-SMPS is further configured to enable the transference of the one of more partially trained or fully trained AI models via an auctioning service.
7. The system of claim 1 , wherein the one or more partially trained or fully trained AI models uploaded to the AI-TMN are previously trained by the user that originally generated said one or more partially trained or fully trained AI models transmitted to the AI-TMN.
8. The system of claim 1 , wherein the one or more partially trained or fully trained AI models uploaded to the AI-TMN are partially-trained or untrained by the user that originally generated said one or more partially trained or fully trained AI models transmitted to the AI-TMN.
9. The system of claim 1 , further comprising the one or more AI-UDAs, configured to obtain the one or more partially trained or fully trained AI models from the AI-TMN and ensure that said one or more partially trained or fully trained AI models are executed in a protected manner specified by the AI-TMN in one of the following forms: for use only, modify only, and for use and modify.
10. The system of claim 1 , wherein the one or more partially trained and the one or more fully trained AI models transmitted to the one or more AI-UDAs are further configured to be additionally trained or modified by one or more AI-UDAs.