Exploratory Data Analysis

Date: Oct-Dec 2024


Course Description

This module aims to introduce the foundation of statistics, signals and systems, and time-series analysis. The majority of the module focuses on the foundation of signals and systems followed by basic concepts of time-series analysis. Students will learn to choose and apply correct statistical measures of data, analyse basic signal properties, apply Fourier analysis, and analysis the time-series models.


Lecture contents

Overview

in-class annotated slides
L1 Introduction Statistics PDF
L2: Signals PDF PDF
L3: Fourier PDF PDF
L4 Systems

PDF PDF
L5: Convolution

PDF PDF
L6: Sampling

PDF PDF
L7: Stochastic Process

PDF PDF
L8: Time Series Models

PDF PDF

Resources: Lab Exercise

Jupyter-Notebooks
E1: Signals Jupyter-notebook
E2: Time Series Analysis Jupyter-notebook