Artificial intelligence program management system and application process

Abstract

The invention provides an artificial intelligence program management system and an application process, and the system integrates multiple innovation points of an adaptive learning mechanism, dynamic resource allocation, security monitoring, multi-mode interaction, performance analysis and optimization, knowledge graph recommendation, version control, cross-platform integration and deployment, a cooperative sharing platform and the like. And efficient and intelligent management of the whole life cycle of the artificial intelligence program is realized. The application process covers the whole process from program development and deployment to operation, maintenance and optimization, and the development efficiency, the operation performance and the safety of the artificial intelligence program are remarkably improved.

Description

Technical Field

[0001] The present invention relates to the field of artificial intelligence technology, and in particular to an artificial intelligence program management system and application process. Background Art

[0002] With the rapid development of artificial intelligence technology, artificial intelligence programs are being used more and more widely in various fields. However, the traditional artificial intelligence program management methods have many shortcomings, such as low management efficiency, unreasonable resource allocation, and potential safety hazards. Therefore, a new artificial intelligence program management system and application process is urgently needed to improve the management efficiency and security of artificial intelligence programs. Summary of the invention

[0003] In order to overcome the defects in the background technology, the present invention provides an artificial intelligence program management system and application process, aiming to solve the above problems. The system realizes efficient and intelligent management of the entire life cycle of artificial intelligence programs by introducing multiple innovative modules. Specifically, it includes the following contents: an artificial intelligence program management system and application process, including an adaptive learning module and a management process for optimizing artificial intelligence programs, the management process including a dynamic resource allocation module, a security monitoring module and a performance analysis and optimization module.

[0004] Preferably, the dynamic resource allocation module can utilize cloud computing resources to dynamically allocate and manage artificial intelligence programs.

[0005] Preferably, the security monitoring module is used for real-time detection and defense against security threats.

[0006] Preferably, the management system and application process support multimodal interactive management of artificial intelligence programs.

[0007] The preferred performance analysis and optimization module can analyze the performance of the artificial intelligence program in real time and provide optimization and modification suggestions.

[0008] Preferably, the performance analysis and optimization module utilizes knowledge graph technology to recommend relevant artificial intelligence programs to users.

[0009] Preferably, the management system can realize version control and management of artificial intelligence programs.

[0010] The preferred application process supports cross-platform artificial intelligence program integration and deployment.

[0011] Preferably, the management system can build a collaborative environment to promote the sharing and communication of artificial intelligence programs.

[0012] The present invention designs an artificial intelligence program management system and application process, which realizes efficient and intelligent management of the entire life cycle of artificial intelligence programs by introducing multiple innovative modules. Specifically, it includes the following contents: Adaptive learning module: By introducing an adaptive learning mechanism, the system can automatically learn and optimize the program management process and improve management efficiency; Dynamic resource allocation module: Using cloud computing resources, dynamically allocate computing resources according to demand to ensure the smooth operation of artificial intelligence programs. Security monitoring module: Integrate security monitoring mechanism, detect and defend security threats in real time, and ensure the security of artificial intelligence programs; Multimodal interaction mode: Support multiple interaction modes such as voice and gesture to manage artificial intelligence programs, and provide a more natural and intuitive management interface. Performance analysis and optimization module: Real-time analysis of artificial intelligence program performance, provide optimization suggestions, and help users improve program performance. Knowledge graph recommendation module: Use knowledge graph technology to recommend relevant artificial intelligence programs to users to meet user personalized needs; Version control and management module: Implement version control and management of artificial intelligence programs, which is convenient for users to track and roll back program versions; Cross-platform integration and deployment module: Support multiple operating systems and platforms.

[0013] At the same time, the artificial intelligence program management system and application process simplify the deployment process of artificial intelligence programs. First, users optimize the artificial intelligence program management process through the adaptive learning module. The system adjusts the management strategy based on historical data and real-time feedback to improve management efficiency. Then, users can use the dynamic resource allocation module to dynamically allocate cloud computing resources according to demand to ensure the smooth operation of artificial intelligence programs. At the same time, the security monitoring module detects and defends security threats in real time to ensure system security. During the management process, users can intuitively manage artificial intelligence programs through multimodal interaction methods such as voice and gestures. In addition, the performance analysis and optimization module analyzes the performance of artificial intelligence programs in real time and provides optimization suggestions. When users need to find or develop new artificial intelligence programs, the knowledge graph recommendation module intelligently recommends suitable artificial intelligence programs based on the user's historical usage data and preferences. At the same time, the version control and management module helps users track and roll back program versions to ensure program stability. Finally, the cross-platform integration and deployment module supports users to easily deploy artificial intelligence programs on multiple operating systems and platforms. The collaborative sharing platform provides users with an environment for communication and sharing to promote technological innovation and development. In short, the system has achieved efficient and intelligent management of the entire life cycle of artificial intelligence programs by introducing multiple innovative modules. DETAILED DESCRIPTION

[0014] Specific embodiment 1, an artificial intelligence program management system and application process, including an adaptive learning module and a management process for optimizing artificial intelligence programs, the management process including a dynamic resource allocation module, a security monitoring module and a performance analysis and optimization module.

[0015] The dynamic resource allocation module can use cloud computing resources to dynamically allocate and manage artificial intelligence programs. The security monitoring module is used to detect and defend against security threats in real time. The management system and application process support multimodal interaction to manage artificial intelligence programs. The performance analysis and optimization module can analyze the performance of artificial intelligence programs in real time and provide optimization and modification suggestions. The performance analysis and optimization module uses knowledge graph technology to recommend related artificial intelligence programs to users. The management system can realize version control and management of artificial intelligence programs. The application process supports cross-platform artificial intelligence program integration and deployment. The management system can build a collaborative environment to promote the sharing and communication of artificial intelligence programs.

[0016] The present invention designs an artificial intelligence program management system and application process, which realizes efficient and intelligent management of the entire life cycle of artificial intelligence programs by introducing multiple innovative modules. Specifically, it includes the following contents: Adaptive learning module: By introducing an adaptive learning mechanism, the system can automatically learn and optimize the program management process and improve management efficiency; Dynamic resource allocation module: Using cloud computing resources, dynamically allocate computing resources according to demand to ensure the smooth operation of artificial intelligence programs. Security monitoring module: Integrate security monitoring mechanism, detect and defend security threats in real time, and ensure the security of artificial intelligence programs; Multimodal interaction mode: Support multiple interaction modes such as voice and gesture to manage artificial intelligence programs, and provide a more natural and intuitive management interface. Performance analysis and optimization module: Real-time analysis of artificial intelligence program performance, provide optimization suggestions, and help users improve program performance. Knowledge graph recommendation module: Use knowledge graph technology to recommend relevant artificial intelligence programs to users to meet user personalized needs; Version control and management module: Implement version control and management of artificial intelligence programs, which is convenient for users to track and roll back program versions; Cross-platform integration and deployment module: Support multiple operating systems and platforms.

[0017] At the same time, the artificial intelligence program management system and application process simplify the deployment process of artificial intelligence programs. First, users optimize the artificial intelligence program management process through the adaptive learning module. The system adjusts the management strategy based on historical data and real-time feedback to improve management efficiency. Then, users can use the dynamic resource allocation module to dynamically allocate cloud computing resources according to demand to ensure the smooth operation of artificial intelligence programs. At the same time, the security monitoring module detects and defends security threats in real time to ensure system security. During the management process, users can intuitively manage artificial intelligence programs through multimodal interaction methods such as voice and gestures. In addition, the performance analysis and optimization module analyzes the performance of artificial intelligence programs in real time and provides optimization suggestions. When users need to find or develop new artificial intelligence programs, the knowledge graph recommendation module intelligently recommends suitable artificial intelligence programs based on the user's historical usage data and preferences. At the same time, the version control and management module helps users track and roll back program versions to ensure program stability. Finally, the cross-platform integration and deployment module supports users to easily deploy artificial intelligence programs on multiple operating systems and platforms. The collaborative sharing platform provides users with an environment for communication and sharing to promote technological innovation and development. In short, the system has achieved efficient and intelligent management of the entire life cycle of artificial intelligence programs by introducing multiple innovative modules.

[0018] For ordinary technicians in the relevant field, other different forms of changes or modifications can be made based on the above description. It is not necessary and impossible to list all the implementation methods here. However, the obvious changes or modifications derived from this are still within the protection scope of the invention.

Claims

1. An artificial intelligence program management system and application process, including an adaptive learning module and a management process for optimizing artificial intelligence programs, characterized in that: The management process includes a dynamic resource allocation module, a security monitoring module and a performance analysis and optimization module.

2. According to claim 1, an artificial intelligence program management system and application process, characterized in that: The dynamic resource allocation module can utilize cloud computing resources to dynamically allocate and manage artificial intelligence programs.

3. According to claim 1, an artificial intelligence program management system and application process, characterized in that: The security monitoring module is used for real-time detection and defense against security threats.

4. According to claim 1, an artificial intelligence program management system and application process, characterized in that: The management system and application process support multimodal interactive management of artificial intelligence programs.

5. According to claim 1, an artificial intelligence program management system and application process, characterized in that: The performance analysis and optimization module can analyze the performance of artificial intelligence programs in real time and provide optimization and modification suggestions.

6. According to claim 5, an artificial intelligence program management system and application process, characterized in that: The performance analysis and optimization module uses knowledge graph technology to recommend relevant artificial intelligence programs to users.

7. According to claim 5, an artificial intelligence program management system and application process, characterized in that: The management system can realize version control and management of artificial intelligence programs.

8. According to claim 1, an artificial intelligence program management system and application process, characterized in that: The application process supports cross-platform artificial intelligence program integration and deployment.

9. According to claim 1, an artificial intelligence program management system and application process, characterized in that: The management system can build a collaborative environment to promote the sharing and communication of artificial intelligence programs.