I research on methods to run SOTA models at the edge on SiMa's Machine Learning Accelerator. So far, I have deployed the following models:

• RAFT-Stereo

• OWL-ViT

• Qwen LLMs

• GR00T Robotics VLA Model

I research on methods to run SOTA models at the edge on SiMa's Machine Learning Accelerator. So far, I have deployed the following models:

• RAFT-Stereo

• OWL-ViT

• Qwen LLMs

• GR00T Robotics VLA Model

• Built a semantic segmentation model to predict ice accumulation in rivers across the USA using satellite imagery, achieving up to 90% accuracy.

• Integrated the algorithm in Python using OpenCV and TensorFlow on Nvidia GPU, streamlining training by 30% and enhancing prediction speeds by 40%.

• Delivered a model that aids local authorities in river transport management and public alert systems improving safety and efficiency.

• Architected cybersecurity strategies for clients, enhancing firewall configurations and VPN setups, leading to 30% decrease in security incidents

• Directed expert consultation services, optimizing firewall, and proxy servers, increasing threat detection accuracy from 35%

to 50%.

Wrote articles on various python libraries like OpenCV, Pandas, Numpy, Pillow

https://www.tutorialspoint.com/authors/prasad-naik