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 […]
Amazon Redshift Serverless is a fully managed, petabyte-scale data warehouse service that allows you to run analytics without the need to manage infrastructure. With Redshift Serverless, you can focus on your data and analytics while AWS handles the underlying infrastructure. One of the key features of Redshift Serverless is its ability to optimize costs through […]
APIs are the backbone of modern applications, enabling seamless communication between services. However, this also makes them a prime target for malicious actors. Credential-stuffing attacks, where attackers use stolen credentials to gain unauthorized access, are one of the most common threats. AWS provides a robust set of tools to secure your APIs, including AWS WAF […]
Zero-trust networking is a security model that assumes no entity, whether inside or outside the network, should be trusted by default. This approach is particularly critical in microservices architectures, where services communicate with each other over the network. AWS VPC Lattice, combined with IAM policies, provides a robust framework to enforce zero-trust principles in a […]
In today’s cloud-centric world, enterprises are increasingly adopting multi-account, multi-region, and hybrid cloud architectures. As organizations scale, managing network connectivity between Virtual Private Clouds (VPCs) and on-premises networks becomes complex. AWS offers powerful tools like Transit Gateway and AWS Cloud WAN to simplify and optimize network architectures. This article dives deep into advanced VPC design […]
Introduction In today’s rapidly evolving IT landscape, businesses are increasingly adopting hybrid cloud strategies to leverage the benefits of both on-premises infrastructure and public cloud services. VMware Cloud on AWS (Amazon Web Services) is a powerful solution that enables organizations to seamlessly extend their data centers to the cloud, providing flexibility, scalability, and operational efficiency. […]
