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Singapore Innovate Pte. Ltd.

Principal Machine Learning Engineer

Early Applicant
  • a month ago
  • Be among the first 50 applicants
Exp: 10-20 Years

Machine Learning

Job Description

This role is posted on behalf of Splore, a startup supported by SGInnovate.

Background

What is Splore

Founded and funded by Temasek and Menyala, Splore is an early-stage venture focused on reimagining how people find and interact with information. In a world teeming with data, the challenge is no longer about obtaining information but finding what is relevant quickly and efficiently. Splore's AI Answer Engine provides direct and contextual answers, thereby transforming the way information is discovered and consumed.

Splore empowers businesses to unlock the vast potential of not only their information assets, but leverage Splore's proprietary Knowledge Index, thereby enabling them to make quicker, more informed decisions. At the same time consumers getting fast, relevant, and trusted answers, thereby eliminating the all-too-common frustration of sifting through irrelevant search results or waiting for answers.

Crafted by experts in machine learning, distributed systems, and consumer applications, Splore.com blends data from the web with walled garden information to provide diverse, tailored results.

Our mission is to be the Knowledge and Discovery engine for this generation, pioneering a new way of discovering and engaging with information in a world that is increasingly digital and diverse in its interests

Job scope

What is the role

We are seeking a Principal Machine Learning Engineer to lead our ML/AI team. In this role, you will oversee all aspects of the ML lifecycle, from feature strategy to productization and operation. Acting as the primary ML expert for the CEO and Product Managers, you will guide the development of our core ML capabilities and enhance engineering processes to scale ML products across target businesses. Leading a team of 4-6 AI software engineers, you will foster a culture that balances AI innovation with ML productization. Additionally, you will be responsible for the development, mentorship, and career growth of your team members.

Responsibilities

In this role, you will:

  • ML System Architecture and Design:Architect, design, and oversee the implementation of ML systems with a strong focus on data pipelines, training/inferencing MLOps, and service/model performance tracking.
  • AI Research:Stay updated with the latest advancements in AI, particularly generative AI; identify suitable technologies and models for Splore use cases, apply rigorous experimentation practices, and drive continuous ML feature upgrades.
  • ML Evaluation and Improvement:Establish a consistent approach for model evaluation with an emphasis on business impact, enforce appropriate model training and evaluation practices with relevant metrics to justify business value.
  • POC Management and Facilitation: Collaborate closely with Product Management and Sales to design and develop POC AI solutions, demonstrating and justifying their impact.
  • ML Operations and Scaling:Assess business needs to design and implement suitable ML training and inferencing pipelines and frameworks, promote best practices for ML engineering in training and model optimization, and design mechanisms for evaluating and tracking model performance.
  • Technical Leadership and Oversight:Provide technical guidance to AI engineers, ensuring high-quality technical delivery and continuous growth. Offer career advice and growth opportunities for engineers at various seniority levels.

Attributes

We are looking for a Principal Machine Learning Engineerwith the following:

  • Dealing with Ambiguity- You thrive in navigating dynamic environments, making informed decisions amid evolving scenarios and comfortably embracing uncertainty.
  • Collaborates- We're all about teamwork here. You will work closely with the Product Management and Engineering teams to align long-term AI capabilities and solutions with both business and technical requirements. Strong communication skills are essential for liaising with stakeholders across engineering, product, business, and client teams.
  • Nimble Learning- We're looking for someone who thrives in a startup environment. You're not afraid to get your hands dirty and learn through experimentation when faced with fresh challenges. You're always on the pulse of the latest ML trends and immersing yourself in new technologies.
  • Functional/ Technical Skills- MS/PhD in Engineering/Mathematics, Proven experience as a Principal, Technical Lead, or Engineering Manager building end-to-end ML systems (minimum 15+ years experience, including 10 years in AI/ML and at least 5 years specializing in DL/NLP).
  • High proficiency in Python and extensive hands-on experience with DL frameworks such as TensorFlow and PyTorch.
  • Expertise in MLOps practices, including continuous training, model deployment, and monitoring.
  • Strong software engineering skills in complex, multi-language systems and experience with large-scale microservice architecture, focusing on ML microservice availability.
  • Over 5 years of experience working with cloud platforms such as Microsoft Azure, AWS, or GCP, with expertise in cloud computing and database systems and a strong focus on scalable data pipelines (e.g., Spark, serverless architectures).
  • Ability to translate business needs into technical requirements, with a strong understanding of software testing, benchmarking, and continuous integration.

Interested applicants can apply to DTC directly at: https://central.sginnovate.com/hub/marketplace/openings/51f19b90-9a79-4c62-bb4b-7e3d72498718

Bachelors/ Degree

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Date Posted: 24/10/2024

Job ID: 97684141

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About Company

At SGInnovate, we're looking for entrepreneurial scientists who have the ambition, passion and expertise to develop Deep Tech solutions to challenging global problems.

We build investable companies. We invest in promising Deep Tech startups. We help them knock down barriers — technical, adoption, and market like no other. We connect them with top talent and bring together great minds across the ecosystem to discuss, share and inspire ideas of innovation.

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