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    Home/Jobs/ML Engineer I

    ML Engineer I

    UST

    Pune
    5-7 years
    6 days ago
    ₹23–44 LPA
    Full-time
    Onsite

    Skills Required

    LLM
    AWS Bedrock
    MCP Protocol
    AgentCore Gateway
    OpenTelemetry
    MLOps
    MLflow
    Databricks
    Databricks Model Serving
    Snowflake
    UDF
    external functions
    OAuth

    Description

    UST is seeking an experienced professional to build and integrate MCP servers and deploy custom models using AWS, Databricks, and Snowflake technologies with a focus on MLOps and compliance.

    Company: UST

    Location: Pune

    Experience:

    • 5 - 7 Years
    • Python 5+ years
    • MLOps/MLflow 3+ years
    • 3-5 years MLOps with AWS + Databricks + Snowflake

    Responsibilities:

    • Build MCP Servers for CIE exposing scoring, rules, explainability as MCP tools
    • Integrate MCP servers with AgentCore Gateway including JWT/mTLS authentication and entitlement checks
    • Deploy BHI custom models to Databricks Model Serving and Snowflake using UDFs and external functions
    • Integrate AWS Bedrock for LLM explainability via AI Marketplace subscription
    • Implement PHI guardrails including pre-request scanning and post-response masking for healthcare data
    • Manage MLflow model registry for versioning, A/B testing, and rollback
    • Build CI/CD pipelines for model deployment
    • Integrate Feature store with Databricks Feature Store MCP tools
    • Implement OpenTelemetry instrumentation for usage event emission to AI Marketplace metering
    • Register MCP tool manifests including score_claim, explain_detection, provider_profile tools

    Additional responsibilities:

    • Ensure PHI/HIPAA compliance in data handling
    • Monitor systems using Databricks and CloudWatch
    • Develop REST API endpoints for MCP tools
    • Handle Docker/containerization for deployments

    Nice to have:

    • AWS/Databricks certification
    • Familiarity with MCP Protocol or willingness to learn
    • Experience with OAuth2-secured APIs

    More skills:

    AWS, HIPAA compliance, AWS Databricks, JSON Web Token, REST API development, CI/CD, Docker containerization, mTLS certificate handling, Snowflake UDF, Git, GitHub, AgentCore Gateway integration

    Other:

    • UST is a global digital transformation solutions provider with over 30,000 employees in 30 countries
    • UST has over 20 years of experience partnering with leading companies for digital transformation
    • UST focuses on embedding innovation and agility into client organizations

    Prepare for this role

    Recommended resources to build the skills for this position. Sponsored.

    Generative AI with Large Language Models

    Coursera

    Comprehensive LLM course covering transformer architecture, fine-tuning, RLHF, and deployment.

    Large Language Models: Application through Production

    edX

    Production-focused LLM course covering deployment, monitoring, and scaling.

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