IDEAS home Printed from https://ideas.repec.org/a/das/njaigs/v3y2024i1p303-322id122.html
   My bibliography  Save this article

Ensuring Compliance Integrity in AI ML Cloud Environments: The Role of Data Guardianship

Author

Listed:
  • Samadrita Ghosh

Abstract

Artificial intelligence (AI) has become ubiquitous across various industries, including security, healthcare, finance, and national defense. However, alongside its transformative potential, there has been a concerning rise in malicious exploitation of AI capabilities. Simultaneously, the rapid advancement of cloud computing technology has led to the emergence of cloud-based AI systems. Unfortunately, vulnerabilities inherent in cloud infrastructure also pose security risks to AI services. We recognize the critical role of maintaining the integrity of training data, as any compromise therein directly impacts the effectiveness of AI systems. In response to this challenge, we emphasize the paramount importance of preserving data integrity within AI systems. To address this need, we propose a data integrity architecture guided by the National Institute of Standards and Technology (NIST) cybersecurity framework. Leveraging blockchain technology and smart contracts presents a suitable solution for addressing integrity challenges, given their features of shared and decentralized ledgers. Smart contracts enable automated policy enforcement, facilitate continuous monitoring of data integrity, and help mitigate the risk of data tampering.

Suggested Citation

  • Samadrita Ghosh, 2024. "Ensuring Compliance Integrity in AI ML Cloud Environments: The Role of Data Guardianship," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 3(1), pages 303-322.
    • Handle: RePEc:das:njaigs:v:3:y:2024:i:1:p:303-322:id:122
    as

    Download full text from publisher

    File URL: https://newjaigs.com/index.php/JAIGS/article/view/122
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Hassan Rehan, 2024. "AI-Driven Cloud Security: The Future of Safeguarding Sensitive Data in the Digital Age," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 1(1), pages 132-151.
    2. Mithun Sarker, 2024. "Revolutionizing Healthcare: The Role of Machine Learning in the Health Sector," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 2(1), pages 36-61.
    3. Hassan Rehan, 2024. "Revolutionizing America's Cloud Computing the Pivotal Role of AI in Driving Innovation and Security," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 2(1), pages 239-240.
    4. Nicolas Guzman Camacho, 2024. "Unlocking the Potential of AI/ML in DevSecOps: Effective Strategies and Optimal Practices," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 2(1), pages 91-100.
    5. Jeff Shuford & Md.Mafiqul Islam, 2024. "Exploring Current Trends in Artificial Intelligence Technology An Extensive Review," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 2(1), pages 1-13.
    6. Md.mafiqul Islam, 2024. "Artificial Intelligence Exploring Its Applications across Industries," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 2(1), pages 20-24.
    7. Nicolas Guzman Camacho, 2024. "Unlocking the Potential of AI/ML in DevSecOps: Effective Strategies and Optimal Practices," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 3(1), pages 106-115.
    8. Harish Padmanaban, 2024. "Revolutionizing Regulatory Reporting through AI/ML: Approaches for Enhanced Compliance and Efficiency," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 2(1), pages 71-90.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. José Gabriel Carrasco Ramírez, 2024. "Constructing Executing and Overcoming Challenges in Distributed AI Systems: A Study of Federated Learning Framework," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 3(1), pages 197-216.
    2. Sohana Akter, 2024. "Harmonizing Compliance: Coordinating Automated Verification Processes within Cloud-based AI/ML Workflows," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 3(1), pages 292-302.
    3. FNU Jimmy, 2024. "Cyber security Vulnerabilities and Remediation Through Cloud Security Tools," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 2(1), pages 129-171.
    4. Harish Padmanaban, 2024. "Privacy-Preserving Architectures for AI/ML Applications: Methods, Balances, and Illustrations," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 3(1), pages 235-245.
    5. Jeff Shuford, 2024. "Examining Ethical Aspects of AI: Addressing Bias and Equity in the Discipline," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 3(1), pages 262-280.
    6. Harish Padmanaban, 2024. "Machine Learning Algorithms Scaling on Large-Scale Data Infrastructure," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 3(1), pages 171-196.
    7. Muhammad Umair, 2024. "Protecting Data Access Liabilities in Cloud Computing," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 3(1), pages 323-340.
    8. Md. Rashed Khan, 2024. "Role of AI in Enhancing Accessibility for People with Disabilities," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 3(1), pages 281-291.
    9. Amaresh Kumar, 2024. "Cybersecurity Threat Detection using Machine Learning and Network Analysis," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 1(1), pages 124-131.
    10. Md. Mafiqul Islam, 2024. "Exploring the Impact of Artificial Intelligence in Healthcare," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 2(1), pages 228-238.
    11. José Gabriel Carrasco Ramírez & Md.Mafiqul Islam, 2024. "Navigating the Terrain: Scaling Challenges and Opportunities in AI/ML Infrastructure," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 2(1), pages 241-250.
    12. Hassan Rehan, 2024. "AI-Driven Cloud Security: The Future of Safeguarding Sensitive Data in the Digital Age," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 1(1), pages 132-151.
    13. Imran Khan, 2024. "Real-Time RIC/RAN Intelligent Controller: A Software Component for Open RAN Architecture," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 2(1), pages 207-216.
    14. Hassan Rehan, 2024. "Revolutionizing America's Cloud Computing the Pivotal Role of AI in Driving Innovation and Security," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 2(1), pages 239-240.
    15. Nicolas Guzman Camacho, 2024. "The Role of AI in Cybersecurity: Addressing Threats in the Digital Age," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 3(1), pages 143-154.
    16. Damián Tuset Varela, 2024. "Navigating Cyber Diplomacy in the Governance of Emerging AI Technologies: Lessons from Transatlantic Cooperation," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 2(1), pages 172-180.
    17. Amizur Nachshoni, 2024. "The Impact of Principal on Teacher Motivation in Secondary Schools," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 4(1), pages 27-44.
    18. Md.Mafiqul Islam, 2024. "Utilizing AI for Social Good: Tackling Global Issues and Fostering Inclusive Solutions," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 3(1), pages 341-362.
    19. Dr Patrick Zingisa Msekelwa, 2024. "Impact of AI on Education: Innovative Tools and Trends," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 5(1), pages 227-236.
    20. José Gabriel Carrasco Ramírez, 2024. "Natural Language Processing Advancements: Breaking Barriers in Human-Computer Interaction," Journal of Artificial Intelligence General science (JAIGS) ISSN:3006-4023, Open Knowledge, vol. 3(1), pages 31-39.

    More about this item

    Keywords

    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:das:njaigs:v:3:y:2024:i:1:p:303-322:id:122. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Open Knowledge (email available below). General contact details of provider: https://newjaigs.com/index.php/JAIGS/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.