Research Summary

I am focusing now on NLP in Arabic while my work life need some support in that field, I am investigating some methodologies and tools to understand the user contexts in conversational businesses. That includes also some research about deep learning and its applications in NLP. The main application is to understand the intent of any user message and the key words inside his sentences.

I worked before on sensory substitition project that converts 3D point cloud data into sounds to support blind people with vision through auditory sensory. My part inside that project was to investigate the best way to segment the scence into proto-objects and extract some useful properties from these shapes in generate the sounds upon them.

I worked in the same period on developing a CNN for segmentation job in real-time and investigating how powerfull using deep learning for segmentation instead of usual ones that is based on mathmatical models.

In college days I had the chance to understand the processors stucture and how operating system works, and my project was around modifying a MINIX kernel to make it a hard real-time OS instead of a normal one.

Interests

  • Artificial Intelligence
  • Deep Learning
  • Computer Vision
  • Natural Language Processing
  • Machine learning