Aswin Kannan

Title: Aswin Kannan: Innovator in Data Classification and Machine Learning

Introduction

Aswin Kannan is a prominent inventor based in Chennai, India, known for his contributions to the fields of data classification and machine learning. With a total of seven patents to his name, Kannan has made significant strides in developing innovative methods and systems that enhance the processing and understanding of data.

Latest Patents

Kannan's latest patents include groundbreaking work in two key areas. The first patent focuses on "Classifying data from de-identified content." This invention provides methods, systems, and computer program products for classifying data derived from de-identified content. The computer-implemented method involves applying rules to identify structural elements of a document, determining pairs of words with a hypernym relationship, and extracting de-identified content using various techniques. Additionally, it applies causal rules to annotate portions of the de-identified content as belonging to a class of protected content.

The second patent is centered around "Multi-objective automated machine learning." This invention presents a system, computer program product, and method for performing automated machine learning that identifies multiple machine learning pipelines as Pareto-optimal solutions. The method includes receiving input data, determining objectives to optimize, and aggregating these objectives into single objectives. It culminates in selecting one machine learning pipeline from the identified Pareto-optimal solutions.

Career Highlights

Throughout his career, Aswin Kannan has worked with notable companies, including IBM and Oracle International Corporation. His experience in these leading technology firms has equipped him with the skills and knowledge necessary to innovate in the rapidly evolving fields of data science and machine learning.

Collaborations

Kannan has collaborated with esteemed professionals in his field, including Kiran V Panchamgam and Su-Ming Wu. These collaborations have further enriched his work and contributed to the advancement of his innovative projects.

Conclusion

Aswin Kannan stands out as a significant figure in the realm of data classification and machine learning. His innovative patents and career achievements reflect his dedication to advancing technology and improving data processing methodologies.