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Machine Learning Engineer II
1 month ago
Job Summary
Zonda is seeking a highly skilled Machine Learning Engineer II to join our dynamic team. As a key member of our engineering team, you will be responsible for developing and maintaining natural language processing models and products.
Responsibilities
- Curation, cleaning, and maintenance of datasets for NLP models.
- Develop, optimize, and deploy NLP models.
- Work with product stakeholders to capture and establish requirements for natural language models.
- Collaborate with product managers, software engineering teams, and other departments to design NLP products for inference.
- Steer consolidation of dataset requirements, acquiring data, annotation, management, and version control for NLP applications.
- Monitor ML models in production, setting metrics to identify drift, and establish corrective measures for restoring model performance.
- Identify and implement appropriate tools for monitoring product performance in inference.
- Ownership of technical documentation related to datasets, model selection, training experiments, and production infrastructure.
- Continual learning and self-improvement with a focus on latest trends, techniques, and best practices in Machine Learning.
Requirements
- Bachelor's degree in computer science, engineering, or a related field.
- 3+ years of experience in Machine Learning, Data Science, or a related field.
- Proficient in Python and working knowledge of ML libraries PyTorch and scikit-learn.
- Experience and knowledge of LLM framework libraries such as LlamaIndex or Langchain.
- Strong mathematical, analytical, and problem-solving skills.
- Good understanding of Machine Learning algorithms and models (Language processing models such as GPT, BERT, etc).
- Experience in designing ML products for inference in cloud.
- Ability to structure and execute an ML project from start to completion, for both training and inference.
- Excellent communication and teamwork skills; ability to work in a team.
- Experience with cloud computing platforms like AWS, Google Cloud, or Azure.
- Familiarity with containerization and orchestration tools like Docker and Kubernetes.
- Experience with version control systems like Git.
Why Zonda
- We offer meaningful work and opportunities for career growth.
- Competitive salary.
- Comprehensive benefit package (medical, dental, vision).
- Paid vacation and general holidays.
- Education allowance.
- Employee & Family Assistance Program (EFAP).
