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📰 Dev.to · Suhas Mallesh

29 articles · Updated every 3 hours · View all reads

All Articles 84,540Blog Posts 106,829Tech Tutorials 20,787Research Papers 18,053News 14,079 ⚡ AI Lessons
SageMaker Pipelines: CI/CD for ML with Terraform 🔁
Dev.to · Suhas Mallesh 📐 ML Fundamentals ⚡ AI Lesson 1mo ago
SageMaker Pipelines: CI/CD for ML with Terraform 🔁
Manual model retraining is a reliability risk. SageMaker Pipelines automates the full ML lifecycle -...
Azure ML Online Endpoints: Deploy Your Model to Production with Terraform 🚀
Dev.to · Suhas Mallesh 2mo ago
Azure ML Online Endpoints: Deploy Your Model to Production with Terraform 🚀
Your model is trained. Now deploy it to a managed online endpoint with traffic splitting for canary...
Vertex AI Endpoints: Deploy Your Model to Production with Terraform 🚀
Dev.to · Suhas Mallesh 2mo ago
Vertex AI Endpoints: Deploy Your Model to Production with Terraform 🚀
Your model is trained. Now deploy it to a scalable endpoint with autoscaling, traffic splitting for...
SageMaker Endpoints: Deploy Your Model to Production with Terraform 🚀
Dev.to · Suhas Mallesh 2mo ago
SageMaker Endpoints: Deploy Your Model to Production with Terraform 🚀
Training a model is half the battle. Deploying it to a scalable, auto-scaling endpoint with...
Azure ML Workspace with Terraform: Your ML Platform on Azure 🔬
Dev.to · Suhas Mallesh 2mo ago
Azure ML Workspace with Terraform: Your ML Platform on Azure 🔬
Azure Machine Learning workspace is the hub for all ML activities - experiments, models, endpoints,...
Vertex AI Workbench with Terraform: Your ML Workspace on GCP 🔬
Dev.to · Suhas Mallesh 2mo ago
Vertex AI Workbench with Terraform: Your ML Workspace on GCP 🔬
Vertex AI Workbench is the JupyterLab IDE for ML on GCP - pre-installed ML frameworks, Vertex AI...
SageMaker Studio Domain with Terraform: Your ML Workspace on AWS 🔬
Dev.to · Suhas Mallesh 2mo ago
SageMaker Studio Domain with Terraform: Your ML Workspace on AWS 🔬
SageMaker Studio is the IDE for ML on AWS - notebooks, training, deployment, all in one place. Here's...
Multi-Agent Orchestration on AWS: Supervisor Pattern with Terraform 🧠
Dev.to · Suhas Mallesh 2mo ago
Multi-Agent Orchestration on AWS: Supervisor Pattern with Terraform 🧠
One agent handles simple tasks. Complex workflows need a team. Bedrock's multi-agent collaboration...
Bedrock Agent Action Groups: Connect Your Agent to APIs with Terraform 🔌
Dev.to · Suhas Mallesh 2mo ago
Bedrock Agent Action Groups: Connect Your Agent to APIs with Terraform 🔌
A Bedrock Agent without tools is just a chatbot. Action groups give your agent the ability to call...
Deploy Your First Bedrock Agent with Terraform: Model-Agnostic and Future-Proof 🤖
Dev.to · Suhas Mallesh 3mo ago
Deploy Your First Bedrock Agent with Terraform: Model-Agnostic and Future-Proof 🤖
Bedrock Agents add reasoning, planning, and tool use on top of foundation models. Here's how to...
Auto-Sync RAG Pipeline: S3 Events to Bedrock Knowledge Base with Terraform ⚡
Dev.to · Suhas Mallesh 3mo ago
Auto-Sync RAG Pipeline: S3 Events to Bedrock Knowledge Base with Terraform ⚡
Bedrock Knowledge Bases don't auto-sync when documents change. Here's how to build an event-driven...
Spot the Savings 🎯 Run Non-Critical Workloads on Azure Spot VMs and Save Up to 90%
Dev.to · Suhas Mallesh 3mo ago
Spot the Savings 🎯 Run Non-Critical Workloads on Azure Spot VMs and Save Up to 90%
Your CI runners, batch jobs, and dev environments don't need guaranteed availability. Azure Spot VMs...
Your Deleted VMs in GCP Left Behind 500GB of Orphaned Disks (They're Still on Your Bill) 👻
Dev.to · Suhas Mallesh 3mo ago
Your Deleted VMs in GCP Left Behind 500GB of Orphaned Disks (They're Still on Your Bill) 👻
When you delete a VM in GCP, the boot disk gets deleted. But attached persistent disks? They stay...
Right-Size or Pay the Price 📏 VM SKU Optimization Strategy with Terraform
Dev.to · Suhas Mallesh 3mo ago
Right-Size or Pay the Price 📏 VM SKU Optimization Strategy with Terraform
That D8s_v5 running at 12% CPU is costing you 4x what you need. Here's how to use Azure Advisor data,...
S3 Vectors for RAG: The Cheapest Vector Store for Bedrock Knowledge Bases with Terraform 💰
Dev.to · Suhas Mallesh 3mo ago
S3 Vectors for RAG: The Cheapest Vector Store for Bedrock Knowledge Bases with Terraform 💰
OpenSearch Serverless costs a minimum of ~$700/month even at zero traffic. S3 Vectors cuts vector...
Cold Storage, Hot Savings 🧊 Automate Azure Blob Tiering with Terraform and Cut Storage Costs by 70%
Dev.to · Suhas Mallesh 3mo ago
Cold Storage, Hot Savings 🧊 Automate Azure Blob Tiering with Terraform and Cut Storage Costs by 70%
Your Hot tier is full of data nobody has touched in months. Lifecycle policies automatically move...
You Already Own the License 🏷️ Enable Azure Hybrid Benefit in Terraform and Save 40% on Every Windows VM Instantly
Dev.to · Suhas Mallesh 3mo ago
You Already Own the License 🏷️ Enable Azure Hybrid Benefit in Terraform and Save 40% on Every Windows VM Instantly
Most companies pay full price for Windows Server and SQL Server licenses on Azure VMs when they...
Your Cloud Storage Bucket Has 2TB of Data Nobody Touched in 6 Months (You're Paying 16x Too Much) 💾
Dev.to · Suhas Mallesh 3mo ago
Your Cloud Storage Bucket Has 2TB of Data Nobody Touched in 6 Months (You're Paying 16x Too Much) 💾
Standard storage costs $0.020/GB/month. Archive storage costs $0.0012/GB/month. That's a 94%...
Stop Paying Full Price: Spot VMs Can Cut Your GCP Compute Bill by 91% 💰
Dev.to · Suhas Mallesh 3mo ago
Stop Paying Full Price: Spot VMs Can Cut Your GCP Compute Bill by 91% 💰
That e2-standard-4 running your batch jobs costs $0.134/hour. The same VM as a Spot instance?...
Lights Out! 🌙 Your Dev VMs Run Full Power 24/7 But Your Devs Work 8 Hours - Scale Down and Stop Overpaying
Dev.to · Suhas Mallesh 3mo ago
Lights Out! 🌙 Your Dev VMs Run Full Power 24/7 But Your Devs Work 8 Hours - Scale Down and Stop Overpaying
Dev and test VMs running at full capacity around the clock cost you 3x more than they should. Here's...