Data Scientist for Distributed Computing
4 weeks ago
We are seeking a highly skilled Data Scientist to join our team at SALT TALENT SEARCH PTE. LTD. as a Machine Learning Engineer.
About the RoleThis is an exciting opportunity for a talented individual to contribute to the development of cutting-edge tools and infrastructure, driving innovation and automation throughout the organization.
You will be part of a team building innovative solutions using Ray and Kubernetes, with a focus on creating high-quality AI infrastructure.
Your key responsibilities will include:
- Designing and developing infrastructure to support distributed data processing and model training using Ray;
- Developing observability solutions for Ray, including monitoring and alerting within the client's monitoring stack powered by Datadog, Prometheus, and Grafana;
- Socializing Ray's use among the data science community and supporting users in running their jobs on the Ray clusters.
To be successful in this role, you will need:
- In-depth knowledge of ML-OPS, distributed computing, and data processing;
- A solid understanding of Ray and other frameworks like Dask, Modin, Beam, Horovod, and Deepspeed;
- Experience with image generation models such as stable diffusion and flux;
- Understanding of ML inference using LLM and other generative models;
- Good knowledge of Python, ML ecosystems, and software engineering principles;
- Strong understanding of developing and deploying systems on Kubernetes;
- Previous experience with GitOps solutions like ArgoCD and good knowledge of Helm and Kustomise.
We offer a competitive salary package of SGD $120,000 - SGD $180,000 per annum, depending on experience, plus benefits and opportunities for career growth and professional development.
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