Courses and Material @ QMUL


Courses that I am teaching at QMUL since 2023.

Courses


Statistical Foundations for Artificial Intelligence

2026

  • • Descriptive Statistics
  • • Mathematics and Probability Theory
  • • Inferential Statistics

  None Web  



Principles of Machine Learning

2024, 2025

  • • Deployment-first Perspective
  • • Methodology
  • • Machine Learning

  None Web  

Introduction to Data Science Programming

2023, 2024

  • • Programming with Python
  • • Anaconda, Jupyter-notebook
  • • Data Science

  None Web  

Exloratory Data Analysis

2024

  • • Signals & Systems
  • • Time-series Analysis

  None Web  



Short Courses/Tutorial Sessions


Introduction to Statistics (for medical students)

@ Imperial College London

2022,23,24


  • • Describe your data
  • • Making sense of Inferential Statistics
  • • Hypothesis desgin and testing

  PDF Web  

SPSS Session
  • • Use PhyAAt tabular dataset
  • • Descriptive statistics
  • • Hypothesis Testing

  PDF Web  


Courses and Material


Here are different courses and material that I have been developing for teaching purposes.


Courses in progress ..


Signal Analysis Methods
  • • Covariance, SVD, PCA, Least Square
  • • Wavelet filter, Transfer Entropy
  • • Connectivity, Spatio-temporal

  PDF Web  

Signal Processing for Non-Engineers
  • • signal, sampling, temporal attribuates
  • • repeation, frequency, fourier
  • • filtering, smoothing, averaging

  PDF Web  

Linear Algebra
  • • vector, space, matrix, dot, cross product
  • • subspace, null space, range, domain
  • • eigen values, SVD, LS

  PDF Web  


Seminars & Presentations


PhyAAt: Physiology of Auditory Attention

  PDF Web  

Introduction on Machine Learning & Deeplearnings - seminar

  PDF Web  

Video Lectures - Fourier

  PDF Web  


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Archived course material (2010-2015 teaching)


Check Here for now ...

2015


Statsics for Data Analysis
  • • Basic Statistics
  • • Analysing Data
  • • Visualising and Report writing

  None Web  

ECE300 - Digital Signal Processing

  None Web  

2014-Autumn


ECE220 - Signals & Systems

  None Web  

ECE408 - Adavnced Transform Techniques
ECE533 - Information Theory & Coding

2014-Spring


ECE581 - Adavnced Coding Theory

  None Web  

ECE300 - Digital Signal Processing
ECE618 - Radar Communication

2013-Autumn


ECE554 - Speech and Audio Signal Processing

  None Web  

ECE408 - Adavnced Transform Techniques
ECE533 - Information Theory & Coding