Why need EKS?

πŸš€ Deploying LLM Models on Kubernetes with AWS EKS 🌍

πŸ”Ή Introduction to Kubernetes and AWS EKS

πŸ—οΈ What is Kubernetes?

Kubernetes (K8s) is a powerful orchestration system designed to manage, deploy, and scale containerized applications automatically and flexibly. It serves as a crucial platform for running AI/ML applications at scale.

Key Features:

  • πŸ›  Auto Scaling for dynamic workload management
  • πŸ— Efficient resource management
  • πŸ”„ Support for Rolling Updates & Rollbacks
  • πŸ”’ Security and access control management

☁️ What is AWS EKS?

AWS Elastic Kubernetes Service (AWS EKS) is a Managed Kubernetes service by AWS that simplifies the deployment and operation of Kubernetes on the AWS cloud.

Benefits of AWS EKS:

  • βœ… Automated Kubernetes management (reducing operational overhead)
  • πŸ”₯ Seamless integration with AWS services such as EC2, S3, IAM, Auto Scaling…
  • πŸ“ˆ Optimized performance & cost efficiency
  • πŸ›‘ High security with IAM, VPC, and Security Groups

πŸ€– Using AWS EKS for Deploying LLM Models (DeepSeek)

🌐 Why Choose Kubernetes & AWS EKS for LLM?

Deploying Large Language Models (LLM) like DeepSeek, LLaMA, and GPT on Kubernetes addresses key challenges:

πŸ” ChallengesπŸš€ AWS EKS Solutions
High resource demand (GPU, RAM)πŸ–₯️ Support for specialized GPUs (NVIDIA, AMD)
Need for flexible scalingπŸ“ˆ Auto Scaling with HPA & Cluster Autoscaler
Managing multiple model versionsπŸ”„ Canary Deployments & Rolling Updates
Fast recovery & fault toleranceπŸ›‘οΈ High Availability & Self-healing

πŸ”¬ Case Study: Deploying DeepSeek on AWS EKS

DeepSeek is a powerful LLM requiring large-scale resources for training and inference. AWS EKS provides:

  • πŸ“Œ Cost-optimized GPU EC2 instances (A10, A100)
  • 🌊 Integration with Amazon FSx for Lustre for high-speed data retrieval
  • πŸš€ Auto Scaling to adjust the number of Pods based on demand
  • πŸ”— Istio & KServe integration for efficient inference management

πŸ”— DEMO !!!

🎯 Summary

βœ… Kubernetes + AWS EKS is a powerful platform for deploying large-scale AI models βœ… Running DeepSeek on AWS EKS ensures high performance, flexible scaling, and cost efficiency βœ… Support for GPU, Storage, and Auto Scaling enables efficient resource management

πŸ”— Learn More: AWS EKS Documentation

πŸš€ Start deploying your AI models today with AWS EKS! πŸ”₯