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As a Machine Learning Engineer within Corelight Labs, you will work closely with data scientists and network security experts to explore, design, build and deliver machine learning solutions for challenging network security problems. You will play a crucial role in the exploration and development of the ML capabilities powering our product offerings.
Job Responsibility:
Contribute to the full range of stages of AI/ML projects, from early explorations to productization and maintenance
Work closely with data scientists and network security experts to design and implement scalable ML pipelines for large datasets
Design and implement strategies to deploy LLMs and for fine-tuning
Conduct experiments, analyze results and resource consumption using various metrics and visualization techniques
Drive adoption of ML development best practices in code health, quality, test stability and maintainability
Participate in technical discussions within the Labs team and collaborate with other teams across the organization
Work in an Agile development team focused on exploring and delivering ML use cases
Requirements:
Strong appreciation for our core values: low ego results, tireless service, and applied curiosity
3+ years experience developing, optimizing, troubleshooting, and maintaining large-scale machine learning systems
Experience in DevOps and/or MLOps: continuous integration and delivery, automation of ML workflows, and deployments to production environments
Understanding of data preprocessing, feature engineering and machine learning algorithms
Understanding of model testing and validation techniques for ensuring model quality and performance
Experience in Python and data science libraries (Pandas, Scikit-Learn, Keras, PyTorch, Tensorflow)
Experience using Docker and/or Kubernetes, and containerized applications
Excellent communication skills to work effectively in a team
Degree in Computer Science or related fields, or equivalent experience
Nice to have:
Experience adopting and using Agile development tools and methodologies, and working in a distributed team
Experience with local deployments and fine-tuning of LLMs
Familiarity with the network security domain
Experience using feature stores and ML frameworks like Kubeflow, Cortex, Seldon, or BentoML
Experience in designing and implementing data pipelines using Apache Spark
Experience with cloud computing, especially Databricks and AWS Services (EC2, S3, Cloudwatch)
Experience with experiment tracking and reproducibility tools
What we offer:
Equity and additional benefits will also be awarded
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