Syama Rangapuram

Title: Syama Rangapuram: Innovator in Artificial Intelligence

Introduction

Syama Rangapuram is a prominent inventor based in Berlin, Germany. He has made significant contributions to the field of artificial intelligence, particularly in time series forecasting. His innovative approach combines state space models with neural networks, showcasing his expertise in this cutting-edge technology.

Latest Patents

Rangapuram holds a patent for an "Artificial intelligence system combining state space models and neural networks for time series forecasting." This composite model integrates a neural network sub-model with one or more state space sub-models tailored to individual time series. During the training phase, the output from the neural network is utilized to determine the parameters of the state space sub-models. A loss function is computed using the actual time series values and the probabilistic outputs generated by the state space sub-models. The trained version of this composite model is then stored for future applications.

Career Highlights

Syama Rangapuram is currently employed at Amazon Technologies, Inc., where he continues to push the boundaries of artificial intelligence research. His work has garnered attention for its innovative methodologies and practical applications in various industries.

Collaborations

Rangapuram collaborates with notable colleagues, including Jan Alexander Gasthaus and Tim Januschowski. Their combined expertise contributes to the advancement of AI technologies and enhances the impact of their research.

Conclusion

Syama Rangapuram is a key figure in the realm of artificial intelligence, with a focus on time series forecasting. His innovative patent and collaboration with esteemed colleagues highlight his commitment to advancing technology. His contributions are paving the way for future developments in AI.