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Data Scientist (Lead Specialist) - AI

Data Scientist (Lead Specialist) - AI

SYNAPXE PTE. LTD.D05 Clementi New Town, Hong Leong Garden, Pasir Panjang, SG
12 hours ago
Job description

Roles & Responsibilities

We are expanding our strong data science team and are seeking a talented and driven practitioner with applied experience in leveraging advanced cloud AI services, Retrieval Augmented Generation (RAG) architectures, and robust MLOps practices to develop transformative AI applications. If you are passionate about creating solutions that have a direct and significant real-world impact on healthcare, this opportunity is for you.

We are looking for an individual with a deep passion for deconstructing complex challenges and a talent for creative, resourceful problem-solving. You should possess a strong intellectual curiosity regarding clinical and business needs and demonstrate a proven ability to effectively engage with diverse stakeholders to understand multifaceted problems and collaboratively develop impactful AI-driven solutions thoroughly.

Critical Work Functions and Key Tasks

Data Science & AI for Healthcare

  • Analyse diverse, complex healthcare datasets to identify patterns and extract meaningful insights.
  • Synthesise findings into actionable recommendations and define opportunities for AI-driven solutions.
  • Design, develop, implement, and validate a range of machine learning and AI models—including but not limited to predictive modelling, classification, clustering, natural language processing, and, where applicable, computer vision techniques—to address specific healthcare challenges and improve patient outcomes or operational efficiencies.
  • Conduct rigorous validation and testing of AI models to ensure they meet clinical efficacy and regulatory standards.
  • Stay updated on the latest developments in artificial intelligence, machine learning, and data science techniques and their applications in the rapidly changing healthcare technology landscape. This ensures that proposed solutions remain relevant, innovative, and effective
  • Effectively communicate data-driven insights, analytical results, and model capabilities to diverse stakeholders (both technical and non-technical) through clear presentations, visualisations, and documentation; contribute to disseminating knowledge via research papers or conference presentations when appropriate.

Generative AI Application Development (RAG & Agentic Systems)

  • Design, develop, and deploy Generative AI applications, utilising architectures such as Retrieval Augmented Generation (RAG), Agentic RAG, and Graph RAG. This involves selecting, integrating, and effectively utilising various components, including vector databases (commercial cloud offerings or open-source solutions like Milvus, Weaviate, Qdrant, etc.), state-of-the-art embedding models, and Large Language Models (LLMs) accessible via cloud provider APIs or open-source.
  • Build and implement agentic AI workflows capable of complex task execution, reasoning, and dynamic interaction with diverse data sources, APIs, and tools to address multifaceted healthcare challenges. This includes experience with frameworks such as LangChain, LlamaIndex, OpenAI Agent SDK, LangGraph, or Microsoft Semantic Kernel.
  • Leverage and customize a range of cloud-based Generative AI components and search services (e.g., Azure AI Search, Azure AI Foundry, Google Cloud Vertex, AWS Kendra, AWS Bedrock, OpenSearch, and other managed AI / ML platform services) to create robust and scalable AI-powered capabilities for the healthcare domain.
  • Develop and implement comprehensive evaluation strategies and metrics to rigorously assess the performance, accuracy, relevance, safety, and overall effectiveness of RAG and agentic AI systems.
  • CI / CD, MLOps & Backend Engineering

  • Design, implement, and manage robust CI / CD pipelines for the automated build, testing, and deployment of Generative AI applications and their backend services (e.g., using GitHub Actions, GitLab CI, AWS CodePipeline, Azure DevOps).
  • Develop and maintain scalable and efficient backend APIs (i.e. FastAPI) to serve as the interface for these Generative AI applications and integrate them with existing infrastructure.
  • Implement MLOps practices for managing the lifecycle of components within RAG and agentic systems, including versioning prompts, configurations, knowledge bases, and endpoints.
  • Containerize applications (e.g., using Docker) and manage deployments (e.g., using Kubernetes, AWS ECS, and Azure App Service) to ensure high availability and scalability.
  • Implement comprehensive monitoring, logging, and alerting for deployed applications to track performance and usage.
  • Collaborative work

  • Collaborate effectively with clinical experts, researchers, and other stakeholders to understand intricate healthcare problems and translate them into well-defined data science projects and deployable AI solutions.
  • Develop strategies to identify, acquire and use appropriate data sets to develop practical solutions and support decision making.
  • Requirements

  • A Master's or Bachelor's degree in Computer Science, Artificial Intelligence, Software Engineering, or a closely related technical field.
  • Minimum of 3-5 years of experience deploying production-grade Generative AI applications, with a portfolio demonstrating RAG systems, agentic AI solutions, or cloud LLM integrations.
  • Experience with major cloud AI platforms and their generative AI / search services / components (e.g., Azure AI Search, Azure AI Foundry, Google Vertex, AWS Kendra, AWS Bedrock, OpenSearch).
  • Expert Python proficiency required. Extensive experience with GenAI application frameworks (e.g., LangChain, LlamaIndex, OpenAI SDK, LangGraph, Semantic Kernel) is highly desirable; familiarity with deep learning frameworks (PyTorch, TensorFlow) is beneficial.
  • Solid experience building and deploying robust, scalable backend APIs (preferably FastAPI); asynchronous programming experience is a strong advantage.
  • Required experience designing and implementing CI / CD pipelines for application deployment (e.g., GitHub Actions, GitLab CI, AWS CodePipeline, Azure DevOps) using Git-based workflows; understanding of MLOps for LLM application components (prompts, configs, knowledge bases) is essential.
  • Proficiency with SQL / NoSQL databases expected; experience with vector databases (e.g., Pinecone, Weaviate, Milvus) and embedding models is highly preferred and a significant advantage.
  • Solid Docker experience required; familiarity with container orchestration (Kubernetes, ECS, App Service) is a plus.
  • Excellent analytical, creative problem-solving, and communication skills, with proven ability to work independently, manage priorities, own projects end-to-end, and collaborate effectively in a fast-paced environment.
  • Tell employers what skills you have

    TensorFlow

    Machine Learning

    Azure

    Pipelines

    Natural Language Processing

    Healthcare

    Artificial Intelligence

    Software Engineering

    Computer Vision

    PyTorch

    Python

    Google Cloud

    Data Science

    Decision Making

    Databases

    FastAPI

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    Data Scientist • D05 Clementi New Town, Hong Leong Garden, Pasir Panjang, SG

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