AI/ ML OPs Engineer

2 - 4 years

0 Lacs

Posted:1 day ago| Platform: Linkedin logo

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Job Type

Full Time

Job Description

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About the Role

AI/ML Ops Engineer


Key Responsibilities

  • Develop and maintain machine learning models to forecast user behavior using structured time-series data.
  • Build and optimize end-to-end regression pipelines using advanced libraries such as 

    CatBoost

    XGBoost

    , and 

    LightGBM

    .
  • Design and implement 

    RAG (Retrieval-Augmented Generation)

     pipelines for enterprise chatbot systems utilizing tools like 

    LangChain

    LLM Router

    , or custom-built orchestrators.
  • Work with 

    vector databases

     for semantic document retrieval and reranking.
  • Integrate external APIs into 

    LLM workflows

     to enable tool/function calling capabilities.
  • Package and deploy ML services using tools such as 

    Docker

    FastAPI

    , or 

    Flask

    .
  • Collaborate with cross-functional teams to ensure reliable CI/CD deployment and version control practices.


Core Technologies & Tools

  • Languages:

     Python (primary), Bash, SQL
  • ML Libraries:

     scikit-learn, CatBoost, XGBoost, LightGBM, PyTorch, TensorFlow
  • LLM & RAG Tools:

     LangChain, Hugging Face Transformers, LlamaIndex, LLM Router
  • Vector Stores:

     FAISS, Weaviate, Chroma, Pinecone
  • Deployment & APIs:

     Docker, FastAPI, Flask, Postman
  • Infrastructure & Version Control:

     Git, GitHub, CI/CD pipeline


Preferred Qualifications

  • Proven experience in ML Ops, AI infrastructure, or productionizing ML models.
  • Strong understanding of large-scale ML system design and deployment strategies.
  • Experience working with vector databases and LLM-based applications in production.


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