Dr. Satwinder Singh

Gen AI / Inclusive AI / Speech Processing

Satwinder Singh

Dr. Satwinder Singh

AI/ML researcher and engineer building technologies for voices that conventional systems leave behind.

7+ Years of Experience
AI & Accessibility
Speech & Language Tech

Dr. Satwinder Singh portrait

About

Technology should understand human difference before it claims to serve human needs.

I work on inclusive AI for speech and language technologies, with a focus on automatic speech recognition for atypical speech, low-resource settings, and accessibility-driven systems. My research sits between deep learning, clinical collaboration, and real-world deployment, translating technical systems into tools that can be useful beyond benchmark tables.

Skills

Technical range

A research toolkit spanning speech systems, machine learning, implementation, and accessible product thinking.

01

AI + ML

  • Deep learning
  • Speech recognition
  • Model evaluation
  • Low-resource learning
  • Human-centred AI
02

Engineering

  • Python
  • PyTorch
  • Data pipelines
  • Experiment tracking
  • Research prototypes
03

Speech + NLP

  • Atypical speech
  • Automatic speech recognition
  • Natural language processing
  • Corpus analysis
  • Accessibility datasets
04

Collaboration

  • Clinical research
  • Student supervision
  • Technical writing
  • Grant support
  • Stakeholder communication

Experience

Work history

Past roles across research, teaching, applied AI, and academic collaboration.

Jul 2026 - Present

Al/ML Computational Science Associate Manager

Accenture / Auckland, New Zealand

Creating AI solutions for clients

Jan 2024 - Jan 2026

Postdoctoral Research Fellow

Dept. of Electrical, Computer and Software Engineering, University of Auckland / Auckland, NZ

> Working on Automatic Speech Recognition for Dysarthric Speech.
> Supervising undergraduate and postgraduate research.

  • Research
  • Supervision
  • Deep Learning
  • Machine Learning
  • AI
Jul 2023 - Dec 2023

Postdoctoral Research Fellow

School of Mathematical and Computational Sciences, Massey University / Auckland, NZ

> Worked on Natural language processing for Q&A in indigenous/vernacular languages.
> Project funded by MBIE Catalyst: Strategic – New Zealand-Singapore Data Science Research Programme.

  • Research
  • Teaching
  • Deep Learning
  • Machine Learning
  • AI
View Project ↗
Nov 2022 - Mar 2023

Research Assistant

School of Mathematical and Computational Sciences, Massey University / Auckland, NZ

> Assisted with Course: Information Sciences Research Methods (158750).
> Worked on funding applications such as Marsden and MURF.
> Conducted research and data collection for Catalyst Funding Project.

  • Research
  • Teaching
  • Marking
Jul 2021 - Feb 2022

Tutor

Pinnacle Global Academy (PGA) / Auckland, NZ

> Taught Mathematics and Python programming.
> Prepared students for competitive exams.

  • Mathematics
  • Programming
  • Computer Skills
Jul 2016 - Feb 2018

Assistant Professor

Faculty of Computational Sciences, GNA University / Punjab, INDIA

> Taught graduate and post-graduate courses.
> Managed lecture scheduling and supervised examinations.
> Supervised students' postgraduate research.

  • AI
  • Databases
  • Programming Languages
  • OS
  • Software Engineering
  • Web Technologies

Capabilities

01

ASR

Speech recognition for atypical speech and underrepresented speakers.

02

NLP

Language technologies designed for constrained and low-resource settings.

03

AI

Deep learning systems with an accessibility-first research lens.

04

Impact

Collaboration with clinicians, students, and community partners.

Research

Recent publications

Explore all papers →
2026
In press

Low-Burden Data Augmentation for Dysarthric ASR via Zero-Shot Voice Cloning

Satwinder Singh*, Qianli Wang*, Zihan Zhong*, Clarion Mendes†, Mark Hasegawa-Johnson†, Waleed Abdulla*, Seyed Reza Shahamiri*

Interspeech 2026

2025
Published

Convolution-Augmented Transformers for Enhanced Speaker-Independent Dysarthric Speech Recognition

Zihan Zhong, Qianli Wang, Satwinder Singh, Clarion Mendes, Mark Hasegawa-Johnson, Waleed Abdulla, Seyed Reza Shahamiri

IEEE Transactions on Neural Systems and Rehabilitation Engineering

2025
Published

Robust Cross-Etiology and Speaker-Independent Dysarthric Speech Recognition

Satwinder Singh, Qianli Wang, Zihan Zhong, Clarion Mendes, Mark Hasegawa-Johnson, Waleed Abdulla, Seyed Reza Shahamiri

IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), India, 2025

2025
Published

Dysarthric Speech Conformer: Adaptation for Sequence-to-Sequence Dysarthric Speech Recognition

Qianli Wang, Zihan Zhong, Satwinder Singh, Clarion Mendes, Mark Hasegawa-Johnson, Waleed Abdulla, Seyed Reza Shahamiri

IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), India, 2025

2024
Published

Mix-fine-tune: An Alternate Fine-tuning Strategy for Domain Adaptation and Generalization of Low-resource ASR

Lei, Chengxi; Singh, Satwinder; Hou, Feng; Wang, Ruili

Proceedings of the 6th ACM International Conference on Multimedia in Asia

2024
Published

A Comprehensive Performance Evaluation of Whisper Models in Dysarthric Speech Recognition

Satwinder Singh, Zihan Zhong, Qianli Wang, Clarion Mendes, Mark Hasegawa-Johnson, Waleed Abdulla, Seyed Reza Shahamiri

International Conference on Neural Information Processing (ICONIP), New Zealand, 2024

2023
Published

PhasePerturbation: Speech Data Augmentation via Phase Perturbation for Automatic Speech Recognition

Chengxi Lei, Satwinder Singh*, Xiaoyun Jia, Feng Hou, Ruili Wang

ACM MM Asia, 2023

2023
Published

Real and Synthetic Punjabi Speech Datasets for Speech Recognition

Satwinder Singh, Ruili Wang, Feng Hou

Data in Brief Journal, 2023

Selected Work

Research in motion

Field Notes

Recent activities

Explore all activities →
Part IV 2025 image 1

October 2025

Best Research Awards at Exihibition Day 2025

Part 4 Research students delivered outstanding work across a range of impactful topics and Secured best industry project in image and voice processing catrory 1 and 2.

Transformer workshop image 1

September 2025

Transformer Models Workshop

Organized and led a one-day workshop on Transformer models with hands-on practical sessions at the University of Auckland.

ICASSP 2025 image 1

April 2025

ICASSP 2025 Conference

Presented two papers on dysarthric speech recognition at the IEEE International Conference on Acoustics, Speech and Signal Processing in India.

ICONIP 2024 image 1

December 2024

ICONIP 2024 Conference

Presented research on comprehensive performance evaluation of Whisper models in dysarthric speech recognition at ICONIP in New Zealand.