IDiyas

For the Inventor, By the Inventor

Dublin, Ireland

Ngoc Minh Tran

USPTO Granted Patents = 16 

Average Co-Inventor Count = 4.3

ph-index = 2

Forward Citations = 16(Granted Patents)


Company Filing History:

goldMedal15 out of 164,108 
 
International Business Machines Corporation
 patents
where one patent can have more than one assignee

Years Active: 2020-2025

where 'Filed Patents' based on already Granted Patents

16 patents (USPTO):
1. 12380217 - Federated generative models for website assessment (2025-08-05),
2. 12242613 - Automated evaluation of machine learning models (2025-03-04),
3. 12190887 - Adversarial speech-text protection against automated analysis (2025-01-07),
4. 12118119 - Federated private adversarial training (2024-10-15),
5. 11847546 - Automatic data preprocessing (2023-12-19),
6. 11681796 - Learning input preprocessing to harden machine learning models (2023-06-20),
7. 11569985 - Preserving inter-party data privacy in global data relationships (2023-01-31),
8. 11562139 - Text data protection against automated analysis (2023-01-24),
9. 11386128 - Automatic feature learning from a relational database for predictive modelling (2022-07-12),
10. 11334671 - Adding adversarial robustness to trained machine learning models (2022-05-17),
11. 11288408 - Providing adversarial protection for electronic screen displays (2022-03-29),
12. 11087525 - Unsupervised learning of three dimensional visual alphabet (2021-08-10),
13. 11036857 - Protecting a machine learning model (2021-06-15),
14. 10896664 - Providing adversarial protection of speech in audio signals (2021-01-19),
15. 10839249 - Methods and systems for analyzing images utilizing scene graphs (2020-11-17),

Title: The Innovative Journey of Ngoc Minh Tran

Introduction

Ngoc Minh Tran, an accomplished inventor based in Dublin, Ireland, has made significant contributions to the field of machine learning and artificial intelligence. With an impressive portfolio of 15 patents, Nguyen Minh Tran is recognized for his groundbreaking work that combines technology and creativity to solve complex challenges.

Latest Patents

Among his latest inventions, Ngoc Minh Tran has developed several notable patents. One such patent focuses on an "Automated evaluation of machine learning models." This invention provides various embodiments for enhancing the automation of evaluating machine learning models in computing environments. It examines the robustness of these models against adversarial whitebox operations, utilizing specific data sets, adversarial operation objectives, and hyperparameters to generate modified models through systematic analysis.

Another significant patent is titled "Adversarial speech-text protection against automated analysis." This innovation encompasses a method, system, and computer program that processes audio signals containing speech data and transcribes it into text. The invention identifies vulnerable areas within the text and applies adversarial techniques to enhance the robustness of the generated text data, thereby safeguarding it against automated analyses.

Career Highlights

Ngoc Minh Tran is currently associated with International Business Machines Corporation (IBM), where he continues to push the boundaries of technology through innovative research and development. His work at IBM exemplifies the intersection of theoretical knowledge and practical application, making a profound impact in various sectors reliant on machine learning.

Collaborations

Throughout his career, Ngoc Minh Tran has collaborated with various talented professionals, including coworkers Mathieu Sinn and Beat Buesser. These collaborations provide a vibrant environment that fosters innovative thinking and novel solutions to pressing technological challenges.

Conclusion

Ngoc Minh Tran's journey as an inventor highlights the vital role that innovation plays in advancing technology and improving societal functions. His contributions to machine learning and artificial intelligence reflect a commitment to excellence and a passion for pushing the frontiers of what is possible. As he continues his work at IBM, the industry eagerly anticipates the impact of his future innovations.

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