Data Scientist (Mirage)

FPT ASIA PACIFIC PTE. LTD.Islandwide, SG

5 days ago

Job description

Roles & Responsibilities

Job Scope

This role will be at the intersection of data science, applied machine learning, and software engineering. You will be involved in :

Model Development

Design and conduct experiments to evaluate emerging SDG models (e.g., DDPM, ARF, Gaussian Copula).
Investigate failure cases (e.g., when models fail with certain data types, size, or cardinality).
Tune hyperparameters, refine architectures, and propose new modeling strategies.

Feature & Product Development

Collaborate with software engineers to build product features that require ML / DS input (e.g., imputation methods, handling of constraints, preprocessing pipelines).

Recommend and develop suitable approaches for features like single- / multi-column constraints, imputation strategies, and privacy metrics.

Diagnostics & Debugging

Work directly with users and the engineering team to diagnose user issues with training failures, poor outputs, or integration challenges.

Provide actionable fixes and communicate technical insights in a user-friendly way.

Documentation & Knowledge Sharing

Write user-facing documentation pages. This could include explaining model choice, hyperparameters, and utility / privacy metrics in a user-friendly manner.

Translate complex technical Data Science concepts into clear, approachable explanations. 5. Collaboration

Work closely with the SWE team (Next.js, FastAPI, AWS) to integrate the generation engine into production-ready systems.

Participate in Agile rituals, code reviews, and design discussions.

Requirements

Bachelors degree or higher in Computer Science, Data Science, Business Analytics or a related field, with at least 2-3 years of relevant professional experience. 2. Core Data Science & ML skillset

Strong foundation in machine learning, with hands-on experience in model development and experimentation.

Strong programming proficiency in Python and experience with ML frameworks (e.g., PyTorch, TensorFlow, scikit-learn).

Ability to analyze model behavior, diagnose training issues, and design experiments to improve performance.

Applied Research & Experimentation

Familiarity with reading, synthesizing, and ability to translate emerging research into practical prototypes.

Software Engineering

Working knowledge of backend development (REST APIs, FastAPI, Flask, or similar).

Comfortable working with cloud environments (AWS preferred).

Ability to debug and fix software-level issues when they affect ML workflows.

Familiarity with Git, CI / CD, and collaborative coding best practices.

Nice-to-Haves

Experience with privacy-enhancing technologies, anonymisation, synthetic data generation or differential privacy.

Familiarity with frontend integration workflows (Next.js / React).

Prior experience working in multi-disciplinary product teams.

Mindset & Collaboration

Curiosity and willingness to learn new domains (esp. data privacy).

Strong communication skills to explain technical concepts to both engineers and non-technical stakeholders.

Inclination to work in a collaborative, fast-moving Agile environment.

Tell employers what skills you have

TensorFlow

Machine Learning

Modeling

Applied Research

Pipelines

Experimentation

NLTK

Software Engineering

PyTorch

Flask

Python

Data Science

Product Development

Debugging

Django

FastAPI

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Data Scientist • Islandwide, SG

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