Amazon Web Services Archives

What Is the Role of AWS Lambda in AI Model Deployment?

Amazon Web Services / By Anitha Dorairaj

In this blog we will look into how AWS Lambda has emerged as a powerful tool that is being increasingly applied by machine learning engineers and developers in deploying Artificial Intelligence (AI) models. Let’s also discuss the role of it in AI model deployment, which is important in your preparation for the AWS Certified AI Practitioner Certification (AIF-C01) exam. Understanding AWS Lambda for AI AWS Lambda is a serverless computing service that facilitates the running of code without provisioning or managing servers. The functionality automatically scales the compute resources based on the incoming workload. The following diagram shows the architecture […]

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What Are ETL Best Practices for AWS Data Engineers

Amazon Web Services / By Anitha Dorairaj

In AWS data engineering, Extract, Transform, and Load (ETL) processes are pivotal, as they allow you to prepare raw data sets for analytical purposes. This blog provides a detailed exploration of data engineering best practices specifically geared toward optimising ETL workflows, enhanced with relevant keywords and concepts for AWS Certified Data Engineer Associate Certification (DEA-C01). The ETL Process ETL is the combination of data from multiple sources into a large central repository called a data warehouse. It uses a set of business rules to clean and organise and prepare raw data for such activities as storage, analytics, and machine learning

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How does AWS Lambda Support AI Inference and Model Execution

Amazon Web Services / By Banu Sree Gowthaman

In this blog, you will learn more about AWS Lambda, a powerful serverless computing service that empowers AI inference and model execution without infrastructure management, and a major service used by AWS Certified AI Practitioners. Read through to know more about how it supports AI inference and model executions, serverless architecture, model deployment strategies, scalable AI workloads, and others, with use cases for better understanding. Serverless AI Model Execution AWS Lambda enables serverless AI inference by eliminating infrastructure management while providing auto-scaling, cost efficiency, and seamless integration with AWS AI/ML services. Below is an in-depth look at how AWS Lambda

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What are the Key Model Deployment Strategies for AIF-C01?

Amazon Web Services / By Aneesfathima Kareem

In this blog, let us deep-dive into different AI Key model deployment strategies like Amazon SageMaker, AWS Lambda, AWS Inferentia, Elastic Inference and more from the AWS services. Here, you will also understand the best practices to deploy efficient machine learning models, performance optimization, scalability, and cost-effectiveness. AWS Certified AI Practitioner Certification—Overview: The AWS Certified AI Practitioner (AIF-C01) certification is designed in such a way as to help professionals have a strong foundational understanding of Artificial Intelligence (AI), Machine Learning (ML), and Generative AI (GenAI). As one of the major aspects of AI implementation on AWS is model deployment and

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How to Optimize ML Pipelines on AWS for AI Practitioners

Amazon Web Services / By Banu Sree Gowthaman

This blog is about optimizing ML pipelines that serve as the foundation for constructing and deploying models at scale; their optimization is key. AWS offers a variety of solutions designed to orchestrate machine learning workflows, equipping organizations with a complete set of tools to simplify and automate their ML processes. As a candidate for the AWS Certified AI Practitioner (AIF-C01) exam, you should ensure that you master these techniques, which is crucial. Optimizing ML pipelines on AWS There are various considerations steps and processes that can be followed by AI practitioners to effectively optimize ML pipelines on AWS. These include

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How to Improve Model Outcomes with AWS ML Performance Tools?

Amazon Web Services / By Banu Sree Gowthaman

This blog discusses the AWS services and tools that can help improve model performance and outcomes with relevance to AWS Certified Machine Learning Engineer-Associate (MLA-C01) certification. You can automate performance tracking, anomaly detection, and real-time debugging using these tools. Read through this blog to ensure the model remains accurate, reliable, and aligned with business goals, even in dynamic environments. AWS Certified Machine Learning Engineer-Associate (MLA-C01) overview Launched in June 2024, the AWS Certified Machine Learning Engineer-Associate (MLA-C01) exam, is one of the newest AWS certifications that aligns with the evolving needs of the industry and ML engineers. The MLA-C01 exam

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How SAP-C02 Exam Tests Fault-Tolerant System Design

Amazon Web Services / By Banu Sree Gowthaman

This blog presents how the AWS Certified Solutions Architect Professional (SAP-C02) exam tests your ability to design, develop, and implement fault-tolerant and reliable architecture. To become an AWS solution architect, you must understand the AWS reliability design principles, advanced concepts about designing distributed systems, and other best practices for creating resilient fault-tolerant systems. Fault tolerance in SAP-C02 Exam Domain Fault tolerance is the ability to withstand subsystem failure and maintain availability, without impacting AWS service-level agreement (SLA). The AWS Certified Solutions Architect – Professional (SAP-C02) exam covers fault tolerance extensively, almost in all domains. The exam checks advanced skills in designing optimized

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Top AWS Billing Practices Every Practitioner Must Know

Amazon Web Services / By Banu Sree Gowthaman

AWS provides you with options when choosing a service that can spur creativity and productivity, but without the proper procedures in place, navigating the billing complexities can be daunting. In this blog post, we’ll explore essential AWS billing practices every AWS Certified Cloud Practitioner should be aware of to optimize costs and avoid surprises. Learn about AWS pricing models and how the estimation of costs for various AWS services and different pricing structures matters in the long run for cost optimization. Your AWS Billing Dashboard and Features As an AWS-certified cloud practitioner, knowing how to handle your organization’s Finance with

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essential cost management skills for aws sap-co2

What Are Essential Cost Management Skills for AWS SAP-C02?

Amazon Web Services / By Banu Sree Gowthaman

In this blog, we’ll explore how the AWS SAP-C02 certification equips you with the knowledge and skills needed to address cloud cost inefficiencies. Recent studies show that up to 30% of cloud service costs are wasted, resulting in unnecessary financial losses and potential risks to business operations. This post will guide you through AWS cost management strategies and how to make the best use of available tools. The course prepares you for a comprehensive cost management process, including: Cost Control in Cloud Solutions Architect Professional exam domain Cost control is a major topic in the Cloud Solutions Architect Professional SAP-C02

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How to Pass the AWS AI Practitioner Exam on Your First Try?

Amazon Web Services / By Banu Sree Gowthaman

Purpose of this blog is to provide a structured guide for successful exam preparation by providing an overview of the AWS AI Practitioner covering key concepts to focus on and real test-takers’ strategies for passing the exam on the first attempt Exam Outline and Roadmap to the AWS Certified AI Practitioner The AWS Certified AI Practitioner exam has it’s focus on generative AI technologies, AI/ML, and related AWS services and tools. The primary purpose of the test is to verify a candidate’s basic understanding of generative AI, machine learning, and artificial intelligence concepts, as well as their applications and use cases

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