Sadhana Kumaravel

Title: Innovations by Sadhana Kumaravel

Introduction

Sadhana Kumaravel is an accomplished inventor based in White Plains, NY (US). She has made significant contributions to the field of artificial intelligence and natural language processing. With a total of two patents to her name, her work is paving the way for advancements in AI technologies.

Latest Patents

Sadhana's latest patents include "Random action replay for reinforcement learning" and "Word embedding quality assessment through asymmetry." The first patent describes an AI platform that supports random action replay for natural language learning. This innovative approach allows for the exploration of natural language conversations to train neural networks effectively. The method involves leveraging tuples that represent input actions, vectors, output actions, and reward values. By sampling actions from the vector and applying a first gradient, the neural network can be selectively adjusted to improve its performance. The second patent focuses on assessing the quality of encodings assigned to words by a word embedding model. This approach determines the asymmetry of embeddings associated with two words and compares it to a preexisting evocation dataset to generate an encoding quality score.

Career Highlights

Sadhana Kumaravel is currently employed at International Business Machines Corporation (IBM). Her work at IBM has allowed her to collaborate with leading experts in the field and contribute to groundbreaking research in AI and natural language processing.

Collaborations

Some of her notable coworkers include Wei Zhang and Yang Yu. Their collaborative efforts have further enhanced the innovative projects they are involved in.

Conclusion

Sadhana Kumaravel's contributions to artificial intelligence and natural language processing are noteworthy. Her patents reflect her commitment to advancing technology and improving the quality of AI systems. Her work continues to inspire future innovations in the field.