AI & Machine Learning Projects Hub: LLM Deployment & GenAI
Comprehensive collection of AI and machine learning project guides covering LLM deployment, AWS AI services, private AI setups, and generative AI implementations.
Comprehensive collection of AI and machine learning project guides covering LLM deployment, AWS AI services, private AI setups, and generative AI implementations.
Comprehensive AWS SAA-C03 certification study guide with exam tips, resources, and hands-on experience. Learn cloud architecture design patterns and AWS services for the associate exam.
Complete AWS ECS microservices workshop covering container deployment, service mesh architecture, load balancing, and scalable microservice patterns on Amazon ECS.
Step-by-step guide to creating AWS EKS clusters including IAM permissions, VPC configuration, and cluster management. Learn EKS cluster deployment best practices.
Complete guide to AWS EKS networking best practices including VPC CNI configuration, pod networking, security groups, and network policies for Kubernetes clusters.
Comprehensive walkthrough of the AWS EKS Workshop covering Kubernetes networking, VPC CNI, network policies, and cluster management on Amazon EKS.
Notes and insights from the AWS GenAI Ambassador program covering AI leadership, community building, and generative AI best practices for enterprise adoption.
Custom GPT model trained on AWS documentation to accelerate learning and provide instant answers to AWS service questions. Based on Alex Simas' awsdocsgpt project.
Comprehensive AWS security incident response guide covering cloud forensics, security monitoring, incident playbooks, and threat response in AWS environments.
Compare Claude Code costs on AWS Bedrock vs Pro Max. Covers the Marketplace billing trap, Cost Explorer queries for third-party models, and cache economics.
AIP tag propagation works — but I'd been measuring the wrong thing. A script bug exposed, and a us-east-1 to ap-southeast-2 migration for Auckland latency.
Troubleshooting guide for 'Unable to assume specified IAM Role' errors when deploying Next.js SSR apps to AWS Amplify. Covers trust policies, service roles, and the CLI vs Console workaround.
Step-by-step tutorial for manually deploying LLMs to AWS SageMaker endpoints. Learn model preparation, inference code setup, and endpoint deployment for production AI.
Complete tutorial for deploying and running Mistral-7B large language model using Ollama on AWS SageMaker. Includes setup, configuration, and usage examples.
Diagnosing and fixing SERVFAIL errors when resolving AWS console domains via Pi-hole + Unbound in a Docker setup.
Build and deploy a LangChain application with Amazon Bedrock. Covers LLM integration, BedrockChat setup, prompt templates, and AWS deployment. Full working code.
Debugging a critical session caching issue where CloudFront cached authenticated responses, causing all users to share the same NextAuth session. Covers cache-control headers, auth middleware, and AWS Amplify fixes.
Deploy PrivateGPT on AWS EC2 for secure, scalable document chat in the cloud. Complete setup guide for private LLM deployment with document processing capabilities.
How to tune Discord bot tier thresholds with real DynamoDB activity data — rolling vs lifetime counters, percentile analysis, and an AWS Lambda re-kick bug fix.