LINE MAN Wongnai

Junior/Senior Machine Learning Engineer

LINE MAN Wongnai
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14 days ago
Bangkok, ThailandEntry Level / Senior

Responsibilities

  • Design and scale MLOps infrastructure and agentic AI workflows for end-to-end model development, validation, and deployment.
  • Collaborate with data scientists to optimize model architectures and transition experimental models into production-ready, scalable software.
  • Build APIs, microservices, and backend business logic to integrate ML models with downstream applications and serve predictions efficiently.
  • Construct and maintain scalable data pipelines and feature stores for training and real-time inference.
  • Establish monitoring, anomaly detection, incident response, data-quality tracking, model-drift detection, and A/B testing observability.
  • Troubleshoot production bottlenecks and optimize models for latency, throughput, compute efficiency, GPU/CPU utilization, and API cost management.
  • Read, interpret, and implement advanced algorithms and methodologies from published AI/ML research.

Requirements

  • Experience in software engineering, machine learning engineering, data science, or a related field.
  • Senior-level candidates require 2+ years of professional experience.
  • Solid understanding of supervised and unsupervised learning, optimization, and evaluation metrics, with hands-on experience using PyTorch, TensorFlow, or Scikit-Learn.
  • Practical experience developing agentic AI workflows or LLM applications using autonomous agents, orchestration frameworks, or custom tool-calling/RAG architectures.
  • Strong production proficiency with Python or Go.
  • Deep understanding of systems architecture and distributed systems, including designing, maintaining, and scaling complex ML pipelines and application logic.
  • Experience with Kubernetes or Apache Airflow is highly desirable.
  • Fluent spoken and written English and Thai communication skills.
  • Ability to work pragmatically and at high velocity while balancing rapid delivery, scalability, and technical-debt reduction.
  • Experience with Apache Spark is a strong plus.

Tech Stack

Apache AirflowApache SparkGoKubernetesPythonPyTorchscikit-learnTensorFlow
LINE MAN Wongnai

About LINE MAN Wongnai

1,001-5,000 employees
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