Senior ML/AI Engineer
6 days ago
Job Description:
We are seeking a highly skilled and visionary
Senior ML/AI Engineer
to lead the architecture, development, and optimization of our machine learning infrastructure and MLOps ecosystem. This role is ideal for a hands-on technical leader who thrives at the intersection of software engineering, data science, and systems architecture. You will play a pivotal role in shaping our next-generation AI capabilities—designing scalable, cloud-agnostic ML platforms, productionizing complex models, and driving innovation in automation, deployment, and performance optimization. The ideal candidate is passionate about operational excellence, cutting-edge ML engineering practices, and mentoring teams to build world-class AI solutions that power real business impact.
Sr ML/AI Engineer
- Architect and lead the design of the end-to-end MLOps platform and scalable ML serving infrastructure (e.g., cloud-agnostic solutions, custom model serving frameworks).
- Set coding standards, best practices, and design patterns for ML engineering across the team. Act as a technical mentor to junior and mid-level engineers.
- Own and optimize the highest-volume, most complex ML pipelines for training and inference. Drive initiatives to achieve ultra-low latency and high-throughput model serving.
- Evaluate and select core technologies (e.g., Kubernetes, serverless, specialized hardware) for the ML platform. Manage infrastructure cost optimization and security at a platform level.
- Design and implement advanced monitoring systems that track model drift, concept drift, and data lineage. Establish automated model testing and canary release strategies.
- Lead technical collaboration with Data Scientists, Data Engineers, and Core Software Engineers to define integration contracts and productionize models across multiple business domains.
- Define the enterprise standards for model registry, artifact management, and data versioning to ensure complete experiment and production reproducibility.
- Streamline and reduce the cycle time for moving a Data Science prototype from research to a fully monitored and stable production service.
Skills and experience:
- Exceptional proficiency in Python (including advanced libraries like Pandas, NumPy, Scikit-learn) and/or Scala/Java for building high-performance, production-quality systems.
- Deep practical experience leveraging services within at least one major cloud ecosystem (e.g., AWS, Azure, GCP) or a platform like Databricks for production deployment and scaling
- Deep, hands-on experience with major machine learning and deep learning frameworks (e.g., TensorFlow, PyTorch).
- Proven track record in designing and implementing end-to-end MLOps systems using open-source tools.
- Expertise with workflow management tools like Apache Airflow, Kubeflow etc.
- Mastery of Docker and Kubernetes (K8s) for packaging, scaling, and managing containerized ML services across any environment.
- Extensive experience building scalable data pipelines leveraging distributed processing frameworks such as Apache Spark (PySpark/Scala).
- Ability to architect cloud-agnostic ML systems, including designing low-latency API serving layers, real-time inference mechanisms, and event-driven architectures.
Leadership and Soft Skills
- Demonstrated ability to evaluate new technologies and frameworks, and define the technical roadmap for the ML platform and MLOps practices.
- Proven experience mentoring junior engineers, conducting technical reviews, and driving team-wide adoption of engineering best practices.
- Exceptional ability to communicate complex technical concepts to non-technical stakeholders (e.g., product managers, business leaders) and translate business needs into technical designs.
- Superior analytical skills for root cause analysis of production system failures and complex performance bottlenecks.
Education and Experience
- Experience:
7+ years of experience in machine learning, software engineering, or related fields, with at least 3 years focused on building and scaling production ML systems. - Education:
Bachelor's or Master's degree in Computer Science, Data Science, or a quantitative field is preferred.
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