Courses and Material @ QMUL


New courses that I (will be)/am teaching at QMUL from 2023.

Courses


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



Courses and Material


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

Courses, slides and demo @ Imperial


Statistics for medical students
  • • Describe your data - descriptive statistics: mean, mode, median, SD, Var etc
  • • Making sense with inferential statistics - SE, CI
  • • Test the effect - hypothesis desgin and testing - differences, associations, (non)parameteric
Statistical Sampling | Demo
  • • Confidence Interval for estmated mean
  • • Sampling from two groups - far and close
  • • Type I and Type II error
SPSS Session
  • • Use PhyAAt tabular dataset
  • • Descriptive statistics
  • • Hypothesis Testing

Courses in progress ..


Signal Analysis Methods
  • • Covariance, SVD, PCA, Least Square
  • • Wavelet filter, Transfer Entropy
  • • Connectivity, Spatio-temporal
Signal Processing for Non-Engineers
  • • signal, sampling, temporal attribuates
  • • repeation, frequency, fourier
  • • filtering, smoothing, averaging
Linear Algebra
  • • vector, space, matrix, dot, cross product
  • • subspace, null space, range, domain
  • • eigen values, SVD, LS

Seminars & Presentations


PhyAAt: Physiology of Auditory Attention
Introduction on Machine Learning & Deeplearnings - seminar
Video Lectures - Fourier

Would you like to help?



Archived course material (2010-2015 teaching)


Check Here for now ...

2015


Statsics for Data Analysis
  • • Basic Statistics
  • • Analysing Data
  • • Visualising and Report writing
ECE300 - Digital Signal Processing

2014-Autumn


ECE220 - Signals & Systems
ECE408 - Adavnced Transform Techniques
ECE533 - Information Theory & Coding

2014-Spring


ECE581 - Adavnced Coding Theory
ECE300 - Digital Signal Processing
ECE618 - Radar Communication

2013-Autumn


ECE554 - Speech and Audio Signal Processing
ECE408 - Adavnced Transform Techniques
ECE533 - Information Theory & Coding