Welcome

I am a postdoctoral research fellow at CSIRO Health Intelligence team, under the Health & Biosecurity business unit based in Westmead, Sydney. I completed my PhD at the Research School of Computer Science in the Australian National University (ANU). I was part of the Human Centred Computing (HCC) group. My doctoral research involved looking at the effects of auditory and visual stimuli on human physiological signals to analyse how human affective (emotional) reasoning is influenced by sensory input, particularly different types of music. I also worked as a lecturer, academic tutor and supervisor for bachelors and masters students projects at ANU. I am an Associate Fellow of the Higher Education Academy (AFHEA) and an accredited Mental Health First Aider (MHFA).

Research Interests

I have a broad range of research interests in the field of Human-Computer Interaction (HCI) and Artificial Intelligence (AI). Some of these are highlighed below:

  • Physiological Signal Analysis - electroencephalogram (EEG), functional near-infrared spectroscopy (fNIRS), electrodermal activity (EDA), blood volume pulse (BVP), skin temperature (ST)
  • Machine Learning and Deep Learning Methods and Applications - neural networks (NN), convolutional neural networks (CNN), k-nearest neighbor (KNN), support vector machines (SVM)
  • Affective Computing - computational methods to recognize and understand human emotional states
  • User Experience Research - gathering requirements, interviews, observations, qualitative and quantitative analysis
  • Auditory and Visual Stimuli Analysis analysis of audio, video, image eliciting different emotions
  • Brain Informatics - brain waves (alpha, beta, gamma) functions and analysis for affective computing

My research publications can be found here. Also take a look at my Google Scholar profile.

Experience

Postdoctoral Research Fellow

CSIRO Health & Biosecurity

Developing, validating and implementing novel and interpretable machine learning algorithms and workflows for applications in healthcare such as improving productivity and efficiency, informing treatment effectiveness, risk stratification and clinical decision support

November 2021 - present

Lecturer

Australian National University

Worked as lecturer for the Fuzzy Logic section of the course "Neural Networks, Deep Learning and Bio-inspired Computing"

February 2021 - August 2021

Subject Matter Expert

OpenLearning Limited

Worked as subject matter expert to develop content for CS101: Programming and Computational Thinking

May 2021 - present

Academic Tutor

Australian National University

Worked as a tutor for the course "Human Computer Interface Design and Evaluation" and "Web Development and Design". Conducted tutorials on design principles, user evaluation, qualitative and quantitative data analysis, HTML, CSS, Javascript etc. Marked assignments and examination scripts

July 2018 - August 2021

Research Assistant

Immersive Analytics Lab, CSIRO

Conducted interviews of domain experts for the project “Immersive Data Visualisation of Population-Scale Genome Architectures” and prepared evaluation reports for the project

February 2020 - May 2020

Chief Academic Tutor

Australian National University

Participated in course design of "Special Topics in Computer Science". Conducted tutorials and trained students to use various wearable devices for human physiological signal collection. Conducted oral examination.

February 2019 - June 2019

Dance Instructor

Chhayanaut Cultural Centre, Bangladesh

Taught south asian classical dance Bharatanatyam. Participated in choreographing and performing for many prestiguous events all around Bangladesh.

August 2009 - February 2017

My full resume can be found here.

Awards & Certifications

Media Releases

My research work has been featured in over 100 Australian and international media outlets. Some of these are mentioned below:

Hobbies and Interests

When I'm not running experiments or doing analysis for my research, I can be found dancing with the amazing dancers of Newtown Popping Studio and Samarpana Institute of Dance in Sydney. Previously I was part of an all-female street dance crew at Project Beats Dance Studio in Canberra. We received 1st place in the monster division of Australian Dance Crew Championship (ADCC) 2021 - ACT Qualifier and 3rd place in mega crew division of Hiphop International (HHI) - Nationals 2021. Here are some photos of me with my dance crew.

I also enjoy reading books and traveling all around the world. Check out some of my favourite photos I took during my travels.

Mt. Pilatus, Switzerland
Valetta, Malta
Bali, Indonesia
Budapest, Hungary
Interlaken, Switzerland
Vienna, Austria
Mdina, Malta
Halstatt, Austria
Jungfrau, Switzerland
Cairns, Australia

Other Activities and Latest News