AWS And Gen AI Solution Architect

Department Icon Data Science Analytics & Machine Learning
Posted: 6 months ago
10-12 years
Bengaluru / Bangalore, Karnataka
Data Science Analytics & Machine Learning
work from office
Full Time

Posted: 6 months ago
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Job Description

AWS and Gen AI Solution Architect

Location- PAN India

Experience-10+ Years

We are seeking a highly skilled Solution Architect – AWS Cloud & AI/ML to design, architect, and implement advanced AI/ML and generative AI solutions on the AWS platform. The ideal candidate will have deep expertise in large-scale distributed systems, modern AI/ML architectures, LLMs, data engineering pipelines, and AWS-native services. This role involves partnering with cross-functional teams, understanding business challenges, and crafting end‑to‑end scalable, secure, and cost‑optimized solutions.

Key Responsibilities

AI/ML & Generative AI Architecture

  • Architect and deliver end‑to‑end AI/ML solutions on AWS, covering data ingestion, training, inference, orchestration, monitoring, and governance.
  • Design and integrate LLM‑based and Generative AI solutions, including retrieval-augmented generation (RAG), prompt workflows, and production deployment strategies.
  • Develop feature engineering strategies and scalable data pipelines to support ML training and real-time inference workloads.
  • Lead technical discussions and provide guidance on AI/ML best practices, model lifecycle, optimization, MLOps, and model governance.

AWS Cloud Architecture

  • Design highly scalable, secure, and cost-efficient architectures using:
  • Amazon SageMaker (Training Jobs, Inference Endpoints, Pipelines, Feature Store, Model Registry)
  • Amazon Bedrock (Foundation models, Generative AI orchestration, prompt management)
  • AWS Lambda, ECS, EKS, EC2 for building and orchestrating distributed AI workloads.
  • Architect and optimize data engineering platforms using:
  • AWS Glue, Amazon Athena, Redshift, AWS Data Pipeline, S3, Kinesis, and related services.
  • Build secure, production-grade API services for AI model inference using Amazon API Gateway and AWS compute services.

Solution Development & Technical Leadership

  • Work with product, engineering, and business teams to convert requirements into scalable AWS-based AI solutions.
  • Lead design reviews, create architecture diagrams, and document cloud patterns and reusable frameworks.
  • Identify and manage risks related to scalability, performance, data quality, model drift, and security.
  • Mentor engineering teams on AWS, AI/ML frameworks, and cloud-native development.

Required Skills & Experience

  • 10+ years of experience in cloud architecture, with at least 5 years in AWS.
  • Strong expertise in:
  • Machine Learning, MLOps, and GenAI solution design.
  • Amazon SageMaker (end‑to‑end ML lifecycle).
  • Amazon Bedrock and modern LLM architectures.
  • Data engineering with Glue, Redshift, Athena, and pipeline orchestration.
  • Experience containerizing and scaling AI workloads on Lambda/ECS/EKS.
  • Strong coding experience in Python and familiarity with ML frameworks (TensorFlow, PyTorch, Scikit‑learn).
  • Deep understanding of security, networking, IAM, and compliance best practices for AI systems.
  • Excellent communication, design thinking, and stakeholder management skills.

Preferred Qualifications

  • AWS certifications (e.g., AWS Certified Solutions Architect – Professional, Machine Learning – Specialty).
  • Experience with vector databases (e.g., Pinecone, OpenSearch, FAISS).
  • Experience building RAG pipelines, multi‑agent orchestration frameworks, or custom LLM fine‑tuning workflows.
  • Familiarity with DevOps/MLOps tools: GitHub Actions, Airflow, Terraform, Docker, Kubernetes

Skills

PythonMachine LearningSolution DevelopmentAi/mlAiMl

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About Company

Capgemini Invent is the global innovation and transformation consultancy of Capgemini Group. We combine strategy, technology and data to create tangible value for our clients. We help businesses solve their most complex challenges and seize new opportunities through innovation.

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