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  • Modeling & Simulation
  • 23:51 (UTC +05:00)

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umarshahid/README.md

Umar Shahid

Data Scientist

Email / Cell: +92 (333) 1618 963 | Resaerch Gate

Work Experiance

DATA SCIENTIST
Pakistan Air Force
11/2021 - Present, Islamabad

  • Development 4 major modules for analysis of Airforce's training
  • Development of Video, Audio and Text Data analysis tools
  • Creation of an Integrated Environment for all three tools to operate comprehensively
  • Comprehensive Data Recording on a Client/Server Environment
  • Descriptive Data Analysis & Visualization and Stream Back to Network
  • Review and Analyze Comprehensive Video and Audio Playback

RESEARCH ASSISTAN
RCMS-NUST
10/2019 - 10/2020, ISLAMABAD

  • Real-time brain state data collection
  • Descriptive Data Analysis, Data Cleaning & Data Visualization
  • Data classification & prediction using Machine & Deep Learning
  • Under supervision of Dr. Shahzad Rasool, Assistant Professor RCMS, NUST

Education

MS SYSTEMS ENGINEERING (2018 - 2020)
National University of Sciences and Technology, Islamabad
Grades: 3.75 / 4.00

BS INFORMATION TECHNOLOGY (2014 - 2018)
The Islamia University Of Bahawalpur, Bahawalpur
Grades: 3.68 / 4.00

Master's Thesis

EEG-BASED MENTAL WORKLOAD ASSESSMENT USING MACHINE LEARNING (2019 - 2020)
Supervisors: Dr. Shahzad Rasool, Dr. Adnan Maqsood, Dr Ammar Mushtaq
EEG is an objective assessment technique used to record brain activities to monitor brain states such as, stress, emotions, drowsiness and workload. In this research EEG is employed to assess mental workload from human brain. We developed a pipeline for EEG based mental workload assessment using deep machine learning
Link

Projects

- Airforce's Simulator's Data Analyzer Dashboard (11/2021 - Present)
SDA is main data analysis tool specially designed for statistical and graphical analysis on a dashboard for Airforce Exercises

- Comprehensive Replay Discovery Portal & Engine (11/2021 - Present)
CRDPE is main server and meant to be a datahub for Airforce Training Exercises and main client launcher for exercise replay

- Comprehensive Video Replay (11/2021 - Present)
VRM is client meant to replay Airforce Exercises on video stream for visual analysis

- Comprehensive Voice Analyzer and Audio Playback (11/2021 - Present)
VAAPM is audio analysis modulw and meant to visualize and analyze voice wave and replay audio

- MENTAL WORKLOAD DETECTION PIPELINE (Master Project)
A machine learning pipeline for EEG based mental workload assessment
Link

- NUMBER PLATE RECOGNITION SYSTEM (Bachelor Project)
Desktop application for Pakistani vehicles’ number plates detection using machine learning
Link

Skills & Interests

-Urdu Professional user
-English Conversational level

-Computer Languages: Python | PyQt5| C/C++ | MATLAB
-Tools: MATLAB | MS Office | MS Project | Latex
-Research Interest: Machine Learning | Deep Learning | Artificial Intelligence | EEG | Brain Computer Interface
-Hobbies: Sketching | Book Reading

[The Curriculum Vitae of Umar Shahid can be found here]

Pinned Loading

  1. C-python-simulation C-python-simulation Public

    A dynamic aircraft simulation with real-time SDL rendering, enabling full control over behaviors via Python scripting through the Python C API. Navigate, attack, and strategize in an immersive, int…

    C 2

  2. NPRS NPRS Public

    NPRS is matlab based number plate recognition system with a trained (feed forward) neural network that is capable recognise only Punjab (pakistan) number plates

    MATLAB

  3. EEG-workload EEG-workload Public

    EEG-workload is a pipeline for mental workload assessment using machine learning (SVM Support Vector Machine). Pipeline is based on MATLAB toolbox EEGLAB and is tested in MATLAB R2019a

    MATLAB 2 3

  4. render-demo render-demo Public

    ML model deployed on render

    Python