Sriyash Poddar

Title: **Innovator Profile: Sriyash Poddar**

Introduction

Sriyash Poddar is a distinguished inventor based in Howrah, India, known for his significant contributions to the field of machine learning. With one patent to his name, he is making strides in the innovative landscape of sequential decision-making processes in complex environments.

Latest Patents

Poddar's most recent patent, titled "Optimal Sequential Decision Making with Changing Action Space," outlines groundbreaking systems and methods for enhancing machine learning. This innovation involves receiving state information that describes the condition of a decision-making agent, computing an action vector from an action embedding space utilizing a policy neural network, and executing actions that impact the agent's state in its environment. The policy neural network is notably trained using reinforcement learning, which incorporates a topology loss to optimize the mapping between the action set and the action embedding space.

Career Highlights

Sriyash Poddar is currently employed at Adobe Inc., where he collaborates with a team dedicated to advancing technology solutions and innovative applications in digital mediums. His technical expertise helps drive projects that revolutionize user experiences and computational efficiency.

Collaborations

One of his notable collaborators is Tanay Anand, with whom he has worked on developing sophisticated algorithms and enhancing the functionality of machine learning frameworks. Their teamwork exemplifies how collaboration can lead to significant advancements in technology and innovation.

Conclusion

Through his work and patent in machine learning, Sriyash Poddar is paving the way for improved decision-making processes. His contributions are not only valuable to his organization but also to the broader field of artificial intelligence, reflecting the vital role inventors play in driving progress and technological evolution.