PROJECTS

Research

Solving Direct and Inverse Electromagnetic Scattering Problems Using Deep Learning

In the ever-evolving landscape of modern technology, electromagnetics plays a ubiquitous role, from medical imaging to remote sensing. Understanding how light interacts with various objects and...

Automatic Speech Recognition

Unlocking the Spoken Word: A Deep Dive into Automatic Speech Recognition (ASR) in the Fearless Steps Project In our increasingly connected world, human-machine interactions through speech have become...

Speaker Identity Detection

Unmasking Voices: A Deep Dive into Speaker Identity Detection (SID) in the Fearless Steps Project In the exciting world of human-machine interactions, speech processing is paramount for extracting...

Speaker Activity Detection (SAD)

The Silent Revolution: Precisely Pinpointing Speech in Audio In our increasingly voice-driven world, from virtual assistants to smart home devices and automated call centers, understanding when...

Seminars

Gaussian Mixture Models

Unveiling Hidden Structures: A Deep Dive into Gaussian Mixture Models In the world of data science, we often encounter datasets that don’t neatly fit into a single, simple distribution. Imagine...

Educational

From Theory to Practice: A Journey into Linear Regression

In linear regression, Ordinary Least Squares (OLS) is a powerful method for finding the best-fit line for a dataset. Its primary appeal is that it offers a closed-form solution, meaning you can...

Converting Sound to Digital: A Step-by-Step Guide to Sampling and Reconstruction

Signal processing is a fascinating field that allows us to synthesize, transform, and analyze signals, with a particular focus on sound. In our modern digital world, converting continuous analog sound...

The Power of Linear Discriminant Analysis in Machine Learning

Have you ever wondered how machine learning algorithms can both categorise data and simplify complex datasets without losing crucial information? Meet Linear Discriminant Analysis (LDA), a powerful...

Unlocking the Frequency Domain: A Step-by-Step Guide to Fourier Transforms in Digital Signal Processing

Understanding how signals behave in the frequency domain is crucial for engineers working with digital speech. The Fourier Transform is our most powerful tool for this, allowing us to decompose...