Lead Machine Learning Engineer
OpenTeamsFull Time
Senior (5 to 8 years)
Candidates should possess a B.S., M.S., or Ph.D. in computer science or a related scientific discipline with significant engineering experience. A minimum of 5 years of post-graduation experience as a Machine Learning Engineer, Software Engineer with algorithm experience, or Data Scientist is required. The role also demands at least 3 years of experience in building and productionizing agent-based solutions within commercial applications, including deploying and operating LLM solutions. Significant experience with cutting-edge deep learning techniques and tools like PyTorch/Tensorflow is essential, along with excellent programming skills and a proven track record of scaling and productionizing ML solutions. A solid understanding of mathematical modeling, statistics, optimization techniques for ML models, and proficiency with standard SQL and relational databases are necessary. Familiarity with Python and associated data science libraries is also required.
The Senior Machine Learning Engineer will explore, design, and build AI prototypes to enhance user experiences. They will collaborate with Data Scientists to build and deploy ML solutions, test new algorithms, and provide feedback on their performance, accuracy, and scalability. Responsibilities include writing optimized, performant, scalable, testable, maintainable, and observable code. The engineer will design scalable solutions for productionizing ML models, develop tools and pipelines for tracking models and experiments, and design and implement data pipelines for real-time data ingestion. Managing the ML model lifecycle, including versioning, training, retraining, deploying, and monitoring, is crucial. The role involves maintaining and operating algorithms, codes, and models in production, monitoring them for anomalies, and researching new tools and technologies. Additionally, the engineer will establish best practices for the ML engineering role and evangelize a data-driven culture within a collaborative environment.
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