HealthTech Audio ML Intern: Data Science & Impact

Synapxe; Singapore; On-site; SGD 16,740 - 27,900; Part time

Job summary

Synapxe invites you to join as an intern in the Data Science & AI team to develop and evaluate predictive models using audio data for healthcare applications. Gain hands-on experience with real-world datasets and enterprise cloud resources, exploring ML and signal processing techniques.

Ideal candidates are undergrads in relevant fields, proficient in Python, with interest in audio data, deep learning, and collaboration across teams; the internship offers practical learning and impact on

Qualifications

• Pursuing a Bachelor’s degree in a related field; Year 2 or 3.
• Strong Python programming skills and data processing experience.
• Familiarity with PyTorch and deep learning concepts.
• Experience with audio signal data is advantageous.
• Familiarity with cloud platforms (AWS) is preferred.
• Solid documentation and communication skills.
• Able to work independently and in a multidisciplinary team.

Responsibilities

• Perform exploratory data analysis on audio datasets to understand data characteristics and quality
• Support sample diarisation and preparation of audio data for model development
• Conduct data cleaning and preprocessing activities to improve data quality and usability
• Apply data augmentation techniques to enhance model robustness and performance
• Investigate, implement, and benchmark different model architectures for audio signal classification
• Explore and optimise fine-tuning strategies for selected models
• Perform hyperparameter tuning to improve model performance
• Evaluate model performance and conduct error analysis to identify areas for improvement
• Support hypothesis testing and analysis to validate model outcomes and findings

Skills

Python programming

Data processing

Model development

Deep learning basics

Statistical methods

Documentation

Communication

Teamwork

Multitasking

Independent learning

Audio data familiarity

Education

Undergraduate pursuing Year 2/3 in Computer Science/Data Science/AI-related fields

Tools

PyTorch

AWS

Git/GitHub

Job description

Synapxe invites you to join as an intern in the Data Science & AI team to develop and evaluate predictive models using audio data for healthcare applications. Gain hands-on experience with real-world datasets and enterprise cloud resources, exploring ML and signal processing techniques.

Ideal candidates are undergrads in relevant fields, proficient in Python, with interest in audio data, deep learning, and collaboration across teams; the internship offers practical learning and impact on