Summary
Overview
Work History
Education
Skills
Websites
Software
Languages
Additional Information
Timeline
Generic

Talha Nadeem

PhD Student
Lahore

Summary

Accomplished Research Associate with a proven track record at Lahore University of Management Sciences (LUMS), specializing in signal processing and machine learning. Expert in Python programming and research planning, have significantly contributed to advancements in algorithm development and machine learning applications, demonstrating exceptional analytical and scientific writing skills. Have developed algorithms relating to state estimation, outlier removal and image restoration using deep unfolding neural networks based on variational bayesian approximation.

Overview

6
6
years of professional experience
8
8
years of post-secondary education

Work History

Research Associate

Lahore University of Management Sciences (LUMS)
Lahore , Punjab
09.2019 - Current
  • Conducted extensive research in signal processing and machine learning, focusing on algorithm development at Lahore University of Management Sciences (LUMS).
  • Designed and implemented model-based algorithms, including Kalman Filtering and outlier mitigation strategies, improving system accuracy by 20%.
  • Developed hybrid approaches combining data-driven methods with model-based techniques, such as deep unfolding networks, reducing computational complexity by 15%.
  • Applied advanced methods for image denoising, resulting in a 25% enhancement in image quality.
  • Contributed to the development of cutting-edge solutions, advancing research in signal processing and machine learning domains.
  • Kept abreast of current industry, scientific and regulatory developments and issues

Research Assistant

National University of Science and Technology, NUST
Islamabad , Balochistan
06.2018 - 05.2019
  • Developed efficient algorithm for real-time 3D brain imaging, focusing on source localization and related brain activities.
  • Utilized EEG cap to capture brain activity, enabling depiction of source-localized activity within brain, visible on a 3D brain model.
  • Employed Low Resolution Electromagnetic Tomography (LORETA) and Dipole Fitting methods for observing brain activity and source localization.
  • Designed algorithm to acquire EEG signals online through lab streaming layer in Open Vibe, ensuring real-time source localization.
  • Effectively removed artifacts from EEG signals, including those caused by eye blinks, movements, or other external disturbances.
  • Contributed to advancements in understanding brain activity in response to specific events.

Intern

SUPARCO
Lahore , Punjab
06.2018 - 08.2018

Research intern at Power &Control Systems Lab

Education

Ph.D. - Electrical Engineering

Lahore University of Management Sciences (LUMS)
Lahore, Pakistan
09.2021 - Current

Master of Science - Electrical Engineering, Pakistan

Lahore University of Management Sciences (LUMS)
Lahore, Pakistan
09.2019 - 05.2021

Bachelor of Science - Electrical Engineering

National University of Sciences And Technology
Islamabad, Pakistan
09.2015 - 05.2019

Skills

Research and analysis

Research Planning

Literature reviews

Scientific Writing

Python Programming

Machine Learning

Data Analysis

MATLAB and Simulink

Software

MATLAB

Python

Multisim

Pspice

LaTex

Word

Visio

Languages

Urdu
Native language
English
Advanced
C1

Additional Information

Publications:

1. T. Nadeem, K.Ali, and M. Tahir "NIR-EKF: Normalized Innovation Ratio based EKF for Robust State Estimation," IEEE Sensors Letter

2. T. Nadeem, A. Majal, and M. Tahir "A Parameter Free Robust Gradient Descent Based Method for Online State Estimation," Under Review IEEE Transaction on Industrial Informatics.

3. T. Nadeem, and M. Tahir, "DUOVPCA: Deep Unfolded Orthogonal Variational PCA Network for Image Denoising," Under Preparation for Submission to IEEE Signal Processing Letters.

Timeline

Ph.D. - Electrical Engineering

Lahore University of Management Sciences (LUMS)
09.2021 - Current

Research Associate

Lahore University of Management Sciences (LUMS)
09.2019 - Current

Master of Science - Electrical Engineering, Pakistan

Lahore University of Management Sciences (LUMS)
09.2019 - 05.2021

Research Assistant

National University of Science and Technology, NUST
06.2018 - 05.2019

Intern

SUPARCO
06.2018 - 08.2018

Bachelor of Science - Electrical Engineering

National University of Sciences And Technology
09.2015 - 05.2019
Talha NadeemPhD Student