Sakib Abdul Mondal

Title: Innovations of Sakib Abdul Mondal

Introduction

Sakib Abdul Mondal is a prominent inventor based in Bengaluru, India. He has made significant contributions to the field of machine learning and attribute extraction, holding a total of 4 patents. His work focuses on developing methods and systems that enhance the efficiency of training machine learning models.

Latest Patents

Sakib's latest patents include "Methods and apparatus for automatic attribute extraction for training machine learning models." This application relates to apparatus and methods for training machine learning models using supervised or semi-supervised learning. In this innovation, a computing device obtains training data that includes both labeled and unlabeled data for training a machine learning model. The device applies the model to generate output data, executing with a plurality of coefficients applied to various hyperparameters. It further applies a loss model to the training data and output data to generate a loss value, determining updated values for the coefficients until certain conditions are met. The final coefficient values are then stored in a data repository.

Another notable patent is "Systems and methods for unified extraction of attributes." This patent discloses systems and methods for unified attribute extraction, where a set of product data, including text-based descriptions, is received. The system extracts at least one closed list attribute from these descriptions using an attribute extraction model configured to implement an extended conditional random field (XCRF) process. The output includes a set of attributes derived from the product descriptions.

Career Highlights

Sakib has worked with notable companies such as Walmart and IBM. His experience in these organizations has allowed him to refine his skills and contribute to innovative projects in the tech industry.

Collaborations

Some of his coworkers include Tuhin Bhattacharya and Gargi Banerjee Dasgupta. Their collaboration has likely fostered a creative environment that encourages innovation and the development of cutting-edge technologies.

Conclusion

Sakib Abdul Mondal is a distinguished inventor whose work in machine learning and attribute extraction has led to valuable patents. His contributions continue to influence the field and inspire future innovations.