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AI Platform Engineer / ML Infrastructure Engineer
AI Platform Engineer / ML Infrastructure EngineerAIDEN MEDICAL PRIVATE LIMITED • Kannur, IN
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AI Platform Engineer / ML Infrastructure Engineer

AI Platform Engineer / ML Infrastructure Engineer

AIDEN MEDICAL PRIVATE LIMITED • Kannur, IN
20 hours ago
Job description

US / India Deep-Tech Startup | Chennai & San Jose

(Full-time

  • On-site / Hybrid)

About Us

We are a US / India deep-tech startup based in San Jose, CA and Chennai , building next-generation AI-driven medical intelligence systems .

Our work sits at the intersection of :

  • real-time data systems,
  • safety-critical engineering,
  • applied machine learning, and
  • modern information retrieval (vector search, graph reasoning, RAG).
  • We operate in a domain where reliability, interpretability, and intelligent automation truly matter.

    If you enjoy working on technically challenging problems that have real-world impact, you’ll feel at home here.

    Role Overview

    We are looking for an engineer who can design end-to-end AI and data platforms —from data ingestion to inference—across vector search, graph-based modeling, ML infrastructure, and cloud-native deployment.

    This role blends modern ML Ops, data engineering, knowledge retrieval, and systems design.

    If you are comfortable thinking across multiple layers of the stack and enjoy solving open-ended problems, we’d love to speak with you.

    What You’ll Work OnData & Retrieval Systems

  • Build and optimize pipelines using vector search , embeddings, and metadata-aware retrieval.
  • Experiment with graph / knowledge-based systems (e.g., RDF stores, property graphs, knowledge graphs).
  • Help design hybrid retrieval workflows (vector + graph + rules).
  • ML & Inference Infrastructure

  • Set up and manage ML pipelines , model serving endpoints, and inference layers.
  • Work on streaming / batch data flows across AWS / GCP.
  • Build observability and monitoring for data quality, drift, and safety.
  • Cloud & Infra Automation

  • Deploy cloud resources using AWS + Terraform (EC2, S3, RDS / Neptune, networking, IAM).
  • Manage containerized services (Docker + optional Kubernetes experience).
  • Ensure scalable, secure, and reproducible infrastructure.
  • Systems-Level Problem Solving

  • Work cross-discipline to design architectures that integrate real-time data, ML models, graph semantics, and domain constraints.
  • Bring strong reasoning on system trade-offs, reliability, safety, and performance.
  • What We’re Looking For

    We don’t expect you to know everything — but you should be strong in some of these areas and curious about the rest :

    Core Skills

  • Experience with vector databases (pgvector, Pinecone, Weaviate, Milvus) or strong understanding of semantic search.
  • Experience with graph databases or knowledge representation (Neo4j, Neptune, RDF, SPARQL, property graphs).
  • Solid grounding in Python , data pipelines, and model-serving frameworks.
  • Hands-on experience with AWS services (EC2, S3, IAM, networking).
  • Practical understanding of Terraform or infra-as-code.
  • Bonus Skills (not required but appreciated)

  • Experience building or maintaining RAG pipelines.
  • Understanding of ML observability and safety.
  • Exposure to healthcare or high-reliability systems.
  • Interest in temporal reasoning, anomaly detection, or multimodal data.
  • Who You Are

  • You think like a systems engineer—holistic, curious, rigorous.
  • You enjoy technical depth more than buzzwords.
  • You are comfortable exploring ambiguous problems.
  • You want to work on ML infrastructure that actually matters in the real world.
  • You appreciate startups where engineers have autonomy and ownership.
  • Location

    Chennai preferred, hybrid options available.

    Qualifications & Experience Required Qualifications

    We are looking for engineers with strong foundational experience across data systems, ML infrastructure, or cloud-native platforms. You should have :

  • Solid hands-on experience with Python and at least one ML / DS workflow.
  • Working knowledge of cloud services (AWS preferred; GCP / Azure okay).
  • Experience setting up or maintaining data pipelines (batch or streaming).
  • Exposure to vector search , embeddings, or semantic retrieval systems.
  • Good understanding of databases — SQL, NoSQL, or graph.
  • Experience deploying or managing infra using Terraform or other IaC frameworks.
  • Ability to design and reason about systems (latency, scaling, reliability, security).
  • Strong debugging and problem-solving mindset.
  • Preferred Experience (Good to Have, Not Mandatory)

    These are not hard requirements — but if you have them, we’d love to hear about it :

  • Experience with graph databases (Neo4j, Neptune, RDF, SPARQL, ArangoDB).
  • Familiarity with RAG pipelines , retrieval frameworks, or knowledge graphs.
  • Hands-on with Docker , containerized ML workloads, or microservices.
  • Exposure to ML Ops tools (SageMaker, Vertex, MLFlow, Kubeflow, BentoML).
  • Understanding of vector DBs like Pinecone, Weaviate, Milvus, or pgvector.
  • Knowledge of data modeling , schema design, or graph-based reasoning.
  • Experience building systems that require safety, accuracy, and auditability .
  • Interest in healthcare, IoT, or real-time monitoring systems.
  • Experience Range

    We expect candidates to have a meaningful track record building or deploying technical systems.

    Typically this means 4–10 years of experience , depending on depth and exposure.

    Why Join Us

    You will work on deeply meaningful problems at the frontier of AI, safety, and intelligent automation.

    This is not a typical “ML model training” role — it’s a platform engineering role for someone who likes to architect, design, and build real systems end-to-end.

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