Staff Full Stack Machine Learning Engineer
hace 3 meses
It's fun to work in a company where people truly BELIEVE in what they're doing
- We're committed to bringing passion and customer focus to the business._
Corporate Overview
We are singularly devoted to helping our customers protect their greatest assets and biggest security risk: their people. That’s why we’re a leader in next-generation cybersecurity. Protection Starts with People.
The Role
We're seeking a Staff Full-Stack Machine Learning Engineer with a minimum of 5 years of relevant experience to join our unified Scrum team. This team is responsible for everything from ETL processes and Data Science to MLOps, in an end-to-end framework. In this multifaceted role, you'll serve as both a technical linchpin and a mentor, steering best practices throughout the complete machine learning lifecycle.
What you bring to the team
Your extensive experience will enable you to shape the architectural design of our robust, scalable solutions. Responsibilities will include building and maintaining data pipelines, ensuring a seamless data flow for our machine learning models, and translating project management requirements into actionable ML initiatives. Since we operate as a unified team, you'll work closely with members specializing in data science, MLOps, and ETL to ensure our models are well-crafted, scalable, and operationally sound. Ideally, you're proficient in the entire ML pipeline but excel particularly in machine learning aspects. Exposure to the challenges of adversarial machine learning would be a plus. Your leadership will be pivotal in fostering a culture of best practices within our comprehensive machine learning Scrum team. You'll guide us in constructing systems resilient to adversarial attacks, enhancing the reliability and safety of our solutions. Proactively identifying areas for improvement, you will propose actionable solutions and lead our focused team in executing them for operational excellence.
Day to day
Desired Skills:
- Strong proficiency in Python and/or PySpark, coupled with hands-on experience in machine learning frameworks like TensorFlow or PyTorch.- Experience with large language models like BERT, GPT, or similar, as well as off-the-shelf ML algorithms.- Expertise in cloud computing platforms, especially AWS services like EC2, S3, Lambda, Glue, and particularly SageMaker, for building, deploying, and scaling machine learning solutions.- In-depth understanding of ETL processes, including data collection, cleaning, and transformation to ensure effective data pipelines.- Demonstrated leadership in promoting best practices in MLOps, including CI/CD, model versioning, and monitoring for operational excellence.- Familiarity with adversarial machine learning, including an understanding of related security considerations, model robustness, and data integrity.
Why Proofpoint
As a customer focused and driven-to-win organization with leading edge products, there are many exciting reasons to join the Proofpoint team. We believe in hiring the best the brightest and cultivating a culture of collaboration and appreciation. As we continue to grow and expand globally, we understand that hiring the right people and developing great teams is key to our success We are a multi-national company with locations in many countries, with each location contributing to Proofpoint’s amazing culture #LI-AN1
- If you like wild growth and working with happy, enthusiastic over-achievers, you'll enjoy your career with us_
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