Senior Machine Learning Engineer
- マシンラーニング
- Other places
- 06/12/2024
- -
Company Description
Who we are at Stepstone Group
At The Stepstone Group, our mission is straightforward yet vital: ensuring the right job for everyone. Leveraging our extensive data, sophisticated platforms, and cutting-edge technology, we foster opportunities for job seekers and companies globally to achieve the perfect match in a fair and equitable manner. Operating under 20+ brands across over 30 countries, our goal is to promote fair and unbiased hiring processes as we aim to become the world's leading job-tech platform.
Join our robust team of over 4,000 employees dedicated to reshaping the labor market. Be a part of our journey and make a substantial difference in this evolving industry.
Our Commitment
At The Stepstone Group, equal opportunities stand at the core of our values. We actively champion diversity and inclusion, which are essential to our success as a global entity. We seek to attract, develop, and retain the finest talents across all backgrounds, regardless of gender identity, sexual orientation, disability status, ethnicity, beliefs, age, family, or parental status. We welcome everyone to contribute to our continuous growth and commitment to equality.
Job Description
The Job at a Glance:
Our advanced team is currently exploring various use cases for Large Language Models (LLMs) to better align job seekers with suitable jobs and recruiters with apt talent through semantic search technologies. Utilizing in-house tuned LLMs deployed on AWS with Vector DBs, we enhance retrieval capabilities. This role involves designing, planning, and implementing systems grounded in LLM-inference, which includes sophisticated Refer-and-Gather (RAG) processes.
You will collaborate closely with Data Scientists, Machine Learning, Big Data Engineers, Cloud Software Engineers, and DevOps within a Scrum framework. Your contributions will be pivotal in streamlining deployment and setting MLOps best practices for large-scale models, significantly easing the path to a new job with just a click.
Your Responsibilities:
As a Senior Machine Learning Engineer, you will not only implement and scale ML-based services utilizing Sagemaker but will also refine the delivery process of our machine learning products. Your expertise will foster best practices in MLOps, Infrastructure as Code (IaC), and Continuous Integration/Continuous Deployment (CI/CD) to enhance the scalability and management of LLM-based pipelines.
This position offers opportunities to directly influence both jobseekers' and recruiters' experiences. Bring your skills to help globally match talents to job profiles semantically. Your role encourages cooperative work, continuous learning, and active contribution to tech discussions, pushing the limits of our search and recommendation solutions.
Showcase your proven ability to improve processes and standards, and share your knowledge by coaching junior engineers. Thriving in our dynamic, agile environment, you will also contribute to our Data Science and Machine Learning Engineering Chapters, assisting diverse teams to collaborate effectively.
Qualifications
Your Skills and Qualifications:
Successful candidates will have over 5 years of experience in Machine Learning Engineering, Data Engineering, or a related field, with proven proficiency in production-level Python, Amazon Sagemaker deployment of LLMs, and LLM-related packages like PyTorch and Transformers. Experience with IaC (such as Terraform), CI/CD, and test automation is also essential. A Bachelor's degree in Computer Science or a related field is required, while a Master's degree is preferred.
Additional Information
What We Offer:
Stepstone Group values the well-being and development of our employees, offering benefits like medical and dental care, life insurance, a multibenefit platform (Worksmile), participation in workshops, international conferences, hackathons, Knowledge Sharing Hours, and in-house project opportunities. We facilitate community building through events and parties, and also provide English lessons, alongside access to a game room and chillout zone.
Join our team and contribute your expertise to make a significant impact on our company's success while advancing your IT career. We look forward to receiving your application!
Company Name: StepStone Group
Job Title: Senior Machine Learning Engineer