Machine Learning

Fine-Tuning vs Prompt Engineering on AWS: What’s the Right Approach?

Introduction So you’ve chosen your model, maybe Claude via Bedrock or Falcon on SageMaker.Now the next question hits:Should we fine-tune this model? Or can we just prompt it better?Choosing between fine-tuning and prompt engineering isn’t just technical, it’s strategic.Let’s explore when each approach makes sense in the AWS ecosystem, how they differ, and how to […]

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GenAI on a Budget: Cost-Optimization Strategies Using AWS Tools

Introduction Building GenAI apps sounds expensive.And sometimes, it is, especially if you jump straight into fine-tuning LLMs or spinning up GPU clusters without a plan.But here’s the good news: AWS offers several ways to run GenAI workloads cost-effectively if you know where to look.In this post, we’ll share practical strategies to build, test, and deploy

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Automation with AI: What It Really Means in 2025

Introduction Automation isn’t new. Businesses have been scripting workflows and streamlining processes for decades.But in 2025, AI-fueled automation has fundamentally changed the game.This is no longer about “if-this-then-that.” It’s about if-this-then-predict-that, adjust-this, and learn-from-that, without writing thousands of lines of logic.In this kickoff post, we define what AI-powered automation really means today, how it’s different

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AWS Marketplace for AI Products: How to List, Market & Monetize Faster

Introduction As the demand for AI-powered solutions surges across industries, AWS Marketplace has emerged as a strategic channel for AI vendors to reach cloud-native buyers, reduce procurement friction, and accelerate revenue. But here’s the catch: listing your AI product isn’t as simple as uploading a model and waiting for sales to roll in.In this article,

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Bedrock vs SageMaker: Which AWS Service Is Best for Your GenAI Use Case?

Introduction When building GenAI applications on AWS, two services usually lead the conversation: Amazon Bedrock and Amazon SageMaker.But which one should you choose?It depends not on which is more powerful, but on your specific use case, skill set, and deployment goals.Let’s break it down. Quick Overview When to Use Amazon Bedrock The fastest way to

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