
Cloud Architect for AI/ML Solutions
5 days ago
We are seeking a seasoned Technical Architect with expertise in designing and implementing scalable, secure, and high-performance architectures on AWS for AI/ML applications.
This role involves architecting AI/ML-driven applications, ensuring best practices in cloud deployment, security, and scalability while collaborating with cross-functional teams.
- Technical Leadership & Architecture:
- Analyzing Requirements and Designing Solutions:
- Define technical requirements and design scalable, secure, and high-performance architectures on AWS for AI/ML applications.
- Collaborate with cross-functional teams to ensure smooth implementation and deployment of AI/ML solutions.
- Implementing Cloud Infrastructure:
- Design and implement event-driven, serverless, and microservices architectures for AI/ML applications.
- Ensure high availability, disaster recovery, and cost optimization in cloud deployments.
- Maintaining Scalability and Performance:
- Optimize LLM inference pipelines, embeddings, vector search, and hybrid retrieval strategies for AI-based applications.
- Drive ML model training, deployment, and monitoring using AWS SageMaker and AI/ML pipelines.
- AI/ML & Generative AI Expertise:
- Architecting AI/ML Solutions:
- Design Conversational AI, RAG (Retrieval-Augmented Generation), and Generative AI architectures using models like Claude (Anthropic), Mistral, Llama, and Titan.
- Optimize LLM inference pipelines, embeddings, vector search, and hybrid retrieval strategies for AI-based applications.
- Developing and Deploying AI/ML Models:
- Drive ML model training, deployment, and monitoring using AWS SageMaker and AI/ML pipelines.
- Collaborate with data scientists and engineers to develop and deploy AI/ML models.
- Cloud & Infrastructure Management:
- Safeguarding Data and Systems:
- Implement IAM, VPC, security best practices, and compliance.
- Ensure high availability, disaster recovery, and cost optimization in cloud deployments.
- Team & Client Engagement:
- Fostering Collaboration and Innovation:
- Lead and mentor a team of ML engineers, Python developers, and Cloud Engineers.
- Collaborate with business stakeholders, product teams, and multiple clients to define requirements and deliver AI/ML/GenAI-driven solutions.
- Multi-Client & Business Strategy:
- Driving Business Growth:
- Manage multiple client engagements, delivering AI/ML/GenAI solutions tailored to their business needs.
- Define AI/ML/GenAI roadmaps, proof-of-concept strategies, and go-to-market AI solutions.
Key Skills & Technologies:
- Cloud & DevOps:
- AWS Services: Bedrock, SageMaker, Lambda, API Gateway, DynamoDB, S3, ECS, Fargate, OpenSearch, RDS
- MLOps: SageMaker Pipelines, CI/CD (CodePipeline, GitHub Actions, Terraform, CDK)
- Security: IAM, VPC, CloudTrail, GuardDuty, KMS, Cognito
- AI/ML & GenAI:
- LLMs & Generative AI: Bedrock (Claude, Mistral, Titan), OpenAI, Llama
- ML Frameworks: TensorFlow, PyTorch, LangChain, Hugging Face
- Vector DBs: OpenSearch, Pinecone, FAISS
- RAG Pipelines, Prompt Engineering, Fine-tuning
- Software Architecture & Scalability:
- Serverless & Microservices Architecture
- API Design & GraphQL
- Event-Driven Systems (SNS, SQS, EventBridge, Step Functions)
- Performance Optimization & Auto Scaling
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