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Publicis Sapient - Machine Learning Engineer LLM Applications

Publicis Sapient - Machine Learning Engineer LLM Applications

Publicis SapientChennai
12 days ago
Job description

Description :

Machine Learning Engineer LLM Applications

Overview :

We are looking for a Machine Learning Engineer with hands-on experience in productionizing Large Language Model (LLM) applications. The ideal candidate will be skilled at building scalable, reliable ML pipelines and deploying models to production environments.

Key Responsibilities :

  • Design, develop and deploy LLM-based applications using scalable cloud infrastructure.
  • Build and orchestrate data and model pipelines using Apache Airflow and GCP services (BigQuery, Vertex AI, Cloud Run, etc.).
  • Implement retrieval-augmented generation (RAG) systems with vector databases (e.g., Pinecone, FAISS, Weaviate).
  • Containerize, test and deploy ML workloads using Docker and Kubernetes.
  • Maintain CI / CD workflows using Git, Jenkins, or similar tools.
  • Monitor, optimize and troubleshoot production ML systems for reliability and performance.

Required Skills & Experience :

  • Proven experience in LLM application development and MLOps.
  • Strong proficiency in Python, TensorFlow / PyTorch and cloud-native ML pipelines.
  • Hands-on expertise in GCP, Airflow, BigQuery, Docker and vector databases.
  • Good to Have :

  • Familiarity with Kubernetes, Git, Jenkins and modern CI / CD practices.
  • Understanding of embeddings, prompt engineering and model serving in production.
  • Interest in RAG performance optimisation and benchmarking.
  • (ref : hirist.tech)

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