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Introduction Ensuring that your systems operate smoothly is a top priority. AWS CloudWatch Alarms is a powerful tool that helps you monitor your resources and quickly respond when issues arise. This guide provides a clear explanation of CloudWatch Alarms, along with practical use cases that demonstrate how they can be beneficial. What Are CloudWatch Alarms? […]

Distributed training is a critical technique for handling large-scale machine learning models, especially when dealing with large language models (LLMs) that require significant computational resources. Amazon SageMaker, in combination with Hugging Face, provides a powerful platform for distributed training. This article will guide you through the process of fine-tuning a large language model using model […]

Ensuring compliance with the Payment Card Industry Data Security Standard (PCI-DSS) is a critical requirement for organizations that handle credit card transactions. AWS provides a suite of tools that can help automate and enforce compliance, including AWS Config, AWS Security Hub, AWS Lambda, and AWS Systems Manager (SSM). In this article, we will explore how […]

Organizations are increasingly adopting decentralized data architectures to enable scalability, agility, and domain-oriented ownership. Data Mesh, a paradigm introduced by Zhamak Dehghani, advocates for a decentralized approach to data management, where data is treated as a product and owned by domain-specific teams. However, this decentralization introduces challenges in governance, security, and access control. AWS provides […]

In today’s globalized world, applications need to be highly available, scalable, and resilient to failures. Amazon DynamoDB, a fully managed NoSQL database service, offers a powerful feature called Global Tables that enables you to replicate your data across multiple AWS regions. This ensures low-latency access for users worldwide and provides disaster recovery capabilities. However, when […]

Internet of Things (IoT) has become a cornerstone of modern technology, generating vast amounts of data from sensors and devices. This data, when processed in real-time, can provide actionable insights, enable predictive maintenance, and improve operational efficiency. However, processing this data at scale and in real-time requires a robust infrastructure. This article explores how to […]

Summary  Deploying AI models with cloud infrastructure enables scalability, cost-efficiency, and innovation for modern businesses. In this guide, we explore strategies like hybrid and multi-cloud deployments, examine platforms like Azure, AWS, and Google Cloud, and dive into trends like Generative AI Services and edge AI. Learn how cost optimization techniques, including auto-scaling and reserved instances, […]