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Lead Machine Learning Architect

vor 3 Monaten


Düsseldorf, Nordrhein-Westfalen, Deutschland The Stepstone Group Vollzeit

Job Description

Overview

Our teams are engaged in developing innovative LLM-based solutions aimed at enhancing the job-seeking experience for candidates and improving talent matching for recruiters through advanced semantic search techniques. We utilize proprietary LLMs deployed on AWS alongside Vector DBs to facilitate effective retrieval.

In this pivotal role, you will be responsible for the design, planning, and implementation of systems centered around LLM inference, including advanced Retrieval-Augmented Generation (RAG). Collaboration will be key as you work closely with Data Scientists, Machine Learning Engineers, Big Data Engineers, Cloud Software Engineers, and DevOps professionals within a Scrum framework. Your expertise will help streamline deployment processes and establish best practices in MLOps for large-scale models, contributing to a future where finding a new job is seamless.

Key Responsibilities

As a Lead Machine Learning Architect, you will focus on implementing and operationalizing ML-based services using Sagemaker, while also enhancing the delivery of machine learning products. You will play a crucial role in establishing and applying best practices for MLOps, Infrastructure as Code (IaC), and Continuous Integration/Continuous Deployment (CI/CD) to optimize deployment efficiency, scalability, and resource management in LLM-based pipelines. This position allows you to directly influence the experiences of job seekers and recruiters. Utilize your expertise to create a framework for semantically aligning talents with job profiles globally, demonstrating a strong sense of ownership and a comprehensive understanding of ML systems. We seek an individual who values collaboration, is eager to learn, and is ready to engage in technical discussions, bringing cutting-edge technology and insights to our search and recommendation solutions. Highlight your experience in enhancing processes, standards, and methodologies, along with a background in mentoring junior engineers. To succeed in our dynamic environment, you will contribute to our Chapters in Data Science and Machine Learning Engineering, fostering effective collaboration across teams. Exhibit a growth mindset and a systematic approach to problem-solving, along with experience navigating the complexities of an Agile environment.

Qualifications

Required Skills and Qualifications

A minimum of 5 years of experience in Machine Learning Engineering, Data Engineering, or a related discipline. Proficiency in production-level Python (Clean, SOLID) and hands-on experience with Amazon Sagemaker for deploying LLMs. Familiarity with LLM-related libraries, such as PyTorch and Transformers. Experience with Infrastructure as Code (Terraform), CI/CD, and best practices in test automation. A Bachelor's degree in Computer Science or a related field; a Master's degree is preferred.

Additional Information

Benefits
We prioritize a work environment that values your life outside of work as much as your time with us. Here are some of the benefits we provide:

30 days of vacation plus 2 additional days for Christmas and New Year's Eve. A hybrid working model. Company pension scheme. 24/7 Employee Assistance Programme. Life Assurance Cover. Volunteering days. Job bike. Discounted parking or job ticket. In-house gym. In-house barista. Pet-friendly office policy.

Our Commitment
We are dedicated to equal opportunities. Diversity and inclusion are vital to our success as a global organization, and we aim to recruit, develop, and retain the best talent. We encourage applications from all individuals, regardless of background, gender identity, sexual orientation, disability status, ethnicity, belief, age, family or parental status, and any other characteristic.