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OneShot AI

Machine Learning Engineer

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Description

We are seeking a Machine Learning Engineer with strong fundamentals in machine learning and hands-on experience building end-to-end ML systems and pipelines. The ideal candidate should be comfortable working with modern transformer architectures, agentic AI systems, and production-grade ML infrastructure.


Responsibilities:

  • Develop and implement machine learning models from research to production.
  • Work with transformer-based architectures for NLP and related tasks.
  • Design and build agentic AI systems capable of reasoning, planning, and tool usage.
  • Build end-to-end ML pipelines, including data processing, model training, evaluation, and deployment.
  • Develop and maintain scalable ML systems for production environments.
  • Collaborate with engineering and product teams to integrate ML solutions into applications.
  • Optimize models and pipelines for performance, reliability, and scalability.
  • Monitor model performance and continuously improve deployed systems.


Requirements:

  • Experience in ML: 6-12 years.
  • Strong understanding of machine learning fundamentals.
  • Experience with transformer models and modern deep learning architectures.
  • Experience designing agent-based or agentic AI systems.
  • Hands-on experience building end-to-end ML pipelines.
  • Experience with data preprocessing, model training, evaluation, and deployment workflows.
  • Familiarity with ML system design and production ML infrastructure.
  • Proficiency in Python and ML frameworks (e. g., PyTorch, TensorFlow, or similar).


Preferred Qualifications:

  • Experience with fine-tuning, LLM-based applications, and tool-using agents.
  • Experience with distributed training or large-scale ML systems.
  • Familiarity with MLOps tools and workflow orchestration (Airflow, Kubeflow, etc. ).
  • Experience deploying models using APIs or microservices.

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