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Automating Binary Classification Model Building with Amazon SageMaker Autopilot

2023-11-30T10:07:06+00:00

Introduction In the ever-evolving world of machine learning, binary classification stands out as one of the most fundamental and widely used techniques. At its core, binary classification involves categorizing data into one of two groups based on certain features. This method is crucial in various applications, such as spam detection, medical diagnosis, and customer churn prediction. However, building an effective binary classification model can be a complex and time-consuming process, requiring extensive knowledge in data preprocessing, feature engineering, model selection, and optimization. Enter Amazon SageMaker Autopilot – a powerful service designed to automate the process of building, training, and tuning [...]

Automating Binary Classification Model Building with Amazon SageMaker Autopilot2023-11-30T10:07:06+00:00

Leveraging Amazon CloudFront with S3 and Route 53 for Subdomain Configuration

2023-11-20T06:14:26+00:00

Amazon S3 and Route 53, both provided by AWS, offer a comprehensive solution for managing and deploying web content. Route 53 allows you to create alias records that direct to the website endpoint of your S3 bucket. Meanwhile, Amazon S3 is a robust service for hosting static websites. These services, when used together, provide a powerful toolset for web content management. However, there's a key requirement when using these services together: the bucket name in S3 must be the same as the domain or subdomain hosted on Route 53. This is because when a request comes to Route 53, it [...]

Leveraging Amazon CloudFront with S3 and Route 53 for Subdomain Configuration2023-11-20T06:14:26+00:00

Setting up a Static Website on Amazon S3

2023-11-16T02:07:44+00:00

What is Amazon S3? Amazon S3, a scalable and secure object storage service, offers an efficient and cost-effective way to host static websites. In this article, I will guide you through a step-by-step process of setting up a static website on Amazon S3. Whether you're an experienced developer or a beginner just starting out, this guide will equip you with the knowledge and tools you need to launch your website successfully. So, let's dive right in and start building! Sign in to the AWS Management Console and open the Amazon S3 console. In the Buckets list, choose the name of [...]

Setting up a Static Website on Amazon S32023-11-16T02:07:44+00:00

Serverless Model Deployment in AWS: Streamlining with Lambda, Docker, and S3

2023-11-30T06:08:01+00:00

Welcome back to our series on model deployment in AWS! In the fast-paced world of machine learning and data science, the ability to deploy models efficiently and reliably is crucial. This is where AWS services, with their vast array of tools and capabilities, come into play. In this second installment, we will delve into the potent combination of AWS Lambda and Docker, coupled with the convenience of storing models in S3. This trio offers a scalable, cost-effective, and streamlined solution for deploying machine learning models in a production environment. If you recall, in the first part of our series, we [...]

Serverless Model Deployment in AWS: Streamlining with Lambda, Docker, and S32023-11-30T06:08:01+00:00

Deploying a Trained CTGAN Model on an EC2 Instance: A Step-by-Step Guide

2023-11-30T06:39:56+00:00

Welcome to the first entry in our series on deploying machine learning models in AWS. As cloud computing and machine learning continue to evolve and intersect, understanding the dynamics of deployment becomes invaluable. Whether you're an enthusiast, a budding data scientist, or a seasoned professional, the insights offered by this series are tailored to empower you to make the most of AWS's vast ecosystem. One recurrent pitfall in the journey of many machine learning beginners is the confinement of their models within the boundaries of a Jupyter notebook. Picture this: after hours or even days of data wrangling, feature engineering, [...]

Deploying a Trained CTGAN Model on an EC2 Instance: A Step-by-Step Guide2023-11-30T06:39:56+00:00

Setting Up Redirects on Amazon S3 for a Custom Domain Registered with Amazon Route 53

2023-11-06T08:50:20+00:00

This article will guide you on creating redirects on Amazon S3 for a website with a custom domain registered with Amazon Route 53. The following services will be used: Amazon Route 53 for domain registration and routing internet traffic, Amazon S3 for bucket creation, uploading a redirection script, configuring permissions for public access, and configuring the buckets for website hosting. In this example, we will redirect a custom domain registered with Amazon Route 53 instead of using this lengthy URL. - https://aws.amazon.com/developer/community/community-builders/community-builders-directory/?cb-cards.sort-by=item.additionalFields.cbName&cb-cards.sort-order=asc&awsf.builder-category=*all&awsf.location=*all&awsf.year=*all&cb-cards.q=Nestor%2BMayagma%2BJr.&cb-cards.q_operator=AND STEPS Step 1: Go to Amazon S3 → Buckets → Create bucket Follow the configurations below: Follow this [...]

Setting Up Redirects on Amazon S3 for a Custom Domain Registered with Amazon Route 532023-11-06T08:50:20+00:00

AWS CloudShell

2023-10-24T01:51:05+00:00

Bookmarks Features Security Pricing AWS CloudShell Cheat Sheet A terminal that you can access from the AWS Management Console to interact with your AWS resources without installing any software on your local computer.  To run AWS CLI commands, you can use any command-line interpreter:  Bash (bash) PowerShell (pwsh) Z shell (zsh) The compute environment is built on Amazon Linux 2. 1 vCPU 2 GiB RAM 1 GB persistent storage Features The shell environment is pre-configured with tools, utilities, runtimes, and AWS SDKs. You can use up to 1 GB of persistent storage (home directory) [...]

AWS CloudShell2023-10-24T01:51:05+00:00

Azure vs AWS vs GCP Service Comparison

2023-10-23T02:06:11+00:00

In the dynamic landscape of cloud computing, Microsoft's Azure stands as a pivotal player, offering myriad services that cater to businesses of all sizes and sectors. Azure's commitment to flexibility, scalability, and reliability is evident in its expansive toolset, allowing for seamless application development, management, and deployment across its vast global network of data centers. What's particularly intriguing is that one can find a corresponding or equivalent service within AWS and GCP for each of Azure's services. This illustrates the interconnected nature of the cloud ecosystem and the ever-present spirit of competition and innovation that drives it forward.   The [...]

Azure vs AWS vs GCP Service Comparison2023-10-23T02:06:11+00:00

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