Sambuddha Saha

Title: **Innovation and Impact: The Journey of Inventor Sambuddha Saha**

Introduction

Sambuddha Saha, an innovative mind located in Burdwan, India, has made significant strides in the realm of machine learning. With one patented invention, Saha has showcased his ability to contribute to the evolving landscape of technology and artificial intelligence.

Latest Patents

Sambuddha's patent, titled "Defending Machine Learning Systems from Adversarial Attacks," outlines techniques designed to detect adversarial attacks on machine learning systems. This groundbreaking invention incorporates an adversarial detection module that processes both the input and output of a machine learning model, without a direct external interface. The module employs a detection model that generates a score indicating the likelihood of inputs being adversarial, utilizing methods such as neural fingerprinting or feature comparison to expected output distributions. Should the adversarial score meet a predefined threshold, it raises an adversarial flag, allowing for appropriate remedial measures, such as notifying users of potential threats.

Career Highlights

Sambuddha Saha serves at Harman International Industries, Inc., where he applies his expertise in machine learning and artificial intelligence. His role at this prominent company has allowed him to explore innovative solutions that address critical challenges in technology.

Collaborations

Throughout his career, Sambuddha has collaborated with talented individuals such as Srinivas Kruthiveti Subrahmanyeswara Sai and Aashish Kumar. These partnerships have fostered an environment of creativity and innovation, leading to advancements in their respective fields.

Conclusion

Sambuddha Saha's dedication to advancing machine learning systems exemplifies the impact of focused innovation. His contributions, particularly in defending these systems against adversarial threats, highlight the importance of safeguarding technological advancements in today's digital age. As Saha continues his journey, he remains a notable figure in the realm of inventions, paving the way for future innovations in machine learning.