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    Data Preprocessing Guide for Beginners in ML ( Cloned )

    Before machine learning (ML) models can generate predictions or insights, the raw data must first be cleaned, organized, and transformed into a suitable format for the model. This process is known as data preprocessing. It is the foundation of every successful ML project. It ensures that the model learns [...]

  • AWS Certified Generative AI Developer Professional Study Path

    AWS Certified Generative AI Developer Professional Study Path

    AWS has just unveiled the newest AWS Certified Generative AI Developer – Professional certification. This important credential is for developers and AI professionals who want to advance their careers by building, deploying, and improving high-quality generative AI applications on AWS. This certification confirms your skills in using foundation models [...]

  • Don’t Struggle with Kaggle: Build your First Data Science Project!

    Don’t Struggle with Kaggle: Build your First Data Science Project!

    Are you a beginner wanting to start your very first data science or machine learning project, but don’t have the right hardware or enough storage capacity? Well, Kaggle is the perfect platform to start your journey!  What is Kaggle? Kaggle is a powerful web-based platform that provides opportunities for [...]

  • Tech Burnout: Is It Really Inevitable?

    Tech Burnout: Is It Really Inevitable?

    What if the dream job, the one you've always been dreaming of and manifesting ever since, is quietly draining the life out of you? This exhaustion is a known feeling in the tech industry, where the relentless pressure forces professionals and students to push until they hit a wall. [...]

  • One Block to Many: Rise of Microservices in Modern Apps

    Rise of Microservices in Modern Apps: From One Block to Many

    Have you ever thought about the pain of fixing just one small piece of a massive software system without accidentally breaking everything else? Honestly, most of the time, that is almost impossible. That challenge led to the rise of microservices in modern apps. It marked a shift from old monolithic [...]

  • High-Performing Massive: The Rise and Progression of Small Language Models (SLMs)

    High-Performing ≠ Massive: The Rise and Progression of Small Language Models (SLMs)

    Have you ever needed to find a new charger for your device, only to discover that its voltage wasn’t compatible, causing it not to work or even risking damage? Without checking the actual needs of your device, you’ve probably thought that you could go with what the seller recommends [...]

  • Data Preprocessing Guide for Beginners in ML

    Data Preprocessing Guide for Beginners in ML

    Before machine learning (ML) models can generate predictions or insights, the raw data must first be cleaned, organized, and transformed into a suitable format for the model. This process is known as data preprocessing. It is the foundation of every successful ML project. It ensures that the model learns [...]

  • Docker logo above the title “The Future Is Containerized: Why Every Cloud Engineer Should Care About Docker in 2025” with a futuristic tech cityscape and glowing cloud icons in the background

    The Future Is Containerized: Why Every Cloud Engineer Should Care About Docker in 2025

    In 2025, software development is moving faster than ever. Businesses demand speed, reliability, and scalability. Cloud infrastructure is no longer optional — it’s the backbone of modern applications, powering everything from streaming platforms like Netflix to AI-driven fintech solutions. In this fast-paced environment, one technology has emerged as a [...]

  • Chips & Brains The Psychology of Human-AI Decision Making - Featured Image

    Chips & Brains: The Psychology of Human-AI Decision Making

    Your smartphone just recommended the perfect restaurant, your GPS avoided traffic seamlessly, and your bank approved a loan in seconds—all without human intervention. The speed at which AI operates is awe-inspiring. Yet when the same AI suggests a medical treatment or hiring decision, we suddenly hesitate. This contradiction reveals [...]

  • TD-Setting up Status Check alarms - Featured Image

    Prevent EC2 Downtime: Setting Up Status Check Alarms to Auto-Reboot an Amazon EC2 Instance

    When you’re running a production website on an EC2 instance, the last thing you want is for it to unexpectedly go down while you’re focused on other tasks. Without the right monitoring in place, you might not even realize your site has been offline for a while, and repeated [...]

  • AZ-104 Microsoft Azure Administrator Exam Study Guide

AZ-104 Microsoft Azure Administrator Exam Study Guide

Bookmarks Study Materials Azure Services to Focus On Validate Your Knowledge Final Remarks The AZ-104 Microsoft Azure Administrator certification exam is designed for people who have experience in implementing, managing, and monitoring a Microsoft Azure environment. The exam will test your technical skills in implementing solutions based on different scenarios. Having prior experience in infrastructure management will help you understand the concepts and services easily. The content [...]

  • GCP Associate Cloud Engineer Exam Study Guide

GCP Associate Cloud Engineer Exam Study Guide

Bookmarks Study Materials GCP Services to Focus on Validate Your Knowledge Google offers the Associate Cloud Engineer (ACE) as an Associate level certification for individuals who already have IT experience but are relatively new to the Google Cloud Platform. For individuals with zero IT experience or for non-IT people who want to learn Google Cloud, you might want to check Google’s Cloud Digital Leader Certification. To be ACE-Certified, [...]

  • amazon_aurora_machine_learning

Amazon Aurora Machine Learning

Amazon Aurora Machine Learning is a proprietary technology of Amazon that enables a native SQL user to integrate Machine Learning-based predictions to an application without knowing or understanding any machine learning algorithms. Machine learning heavily relies on datasets for it to work. You can say that data is the oil that keeps the engine of machine learning running. There is a massive amount of data generated every day. To give you an idea, according [...]

  • AWS SOA-CO1 vs SOA-CO2

NEW EXAM VERSION – AWS Certified SysOps Administrator Associate SOA-C02 vs SOA-CO1

AWS previously announced a new update on the AWS Certified SysOps Administrator - Associate exam. This certification exam is designed for individuals who have at least a year of hands-on experience with networking, management, deployment, and security on the Amazon Web Services (AWS) platform. The sample exam questions can be found in this link. The beta version of the AWS Certified SysOps Administrator - Associate (SOA-C02) exam was made available from February 16 to March 26, 2021. The [...]

  • logging_using_awslogs_log_driver_in_amazon_ecs

Logging Using awslogs Log Driver in Amazon ECS

Monitoring and logging can be as important as developing and deploying applications. Imagine managing an enterprise-level distributed application that runs on hundreds of containers. You must place your containers cleverly on instances to achieve a certain level of resilience and performance. On top of that, you would want to have visibility into CPU and memory usage so you’ll have an idea which task/tasks are resource-hungry at a given time. You may also want to [...]

  • AWS Savings Plan Cheat Sheet

AWS Savings Plan

AWS Savings Plan Cheat Sheet Savings Plan is a flexible pricing model that helps you save up cost on Amazon EC2, AWS Fargate, and AWS Lambda usage. You can purchase Savings Plans from any account, payer or linked.  By default, the benefit provided by Savings Plans is applicable to usage across all accounts within an AWS Organization/consolidated billing family. You can also choose to restrict the benefit of Savings Plans to only the account [...]

NEWS: AWS re:Invent 2020 will be Hosted Online and Registration is FREE!

NEWS: AWS re:Invent 2020 will be Hosted Online and Registration is FREE! AWS re:Invent is a conference organized by Amazon Web Services for the cloud computing community. Since 2012, the conference has always been held in Las Vegas, but this time it’s going to be different. This 3-week conference will now be hosted online, and take note that this event is FREE for everyone. To join AWS re:Invent 2020 on November 30 - December [...]

  • AWS Glue Cheat Sheet

AWS Glue

Bookmarks Use Cases Concepts Populating the AWS Glue Data Catalog Authoring Jobs Glue DataBrew Monitoring Security Pricing Validate Your Knowledge AWS Glue Cheat Sheet A fully managed service to extract, transform, and load (ETL) your data for analytics. Discover and search across different AWS data sets without moving your data. AWS Glue consists of: Central metadata repository ETL engine Flexible scheduler Use [...]

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Managing Amazon GuardDuty Security Findings Across Multiple Accounts

In our previous article, we discussed how GuardDuty can help organizations monitor their workloads and  AWS accounts from malicious activities and how to monitor findings with Amazon CloudWatch Events. Imagine that your organization has multiple AWS accounts for different workloads, teams, and projects. With every account, you need to monitor GuardDuty findings individually. It will be quite difficult for your security team to monitor these findings with their constant switching between AWS accounts.  Amazon [...]

  • monitoring_guardduty_findings_with_amazon_cloudwatch_events

Monitoring GuardDuty Findings with Amazon CloudWatch Events

Large scale cyber attacks are now becoming normal in this age of interconnectivity. As we rely more and more on cloud technologies, companies are looking to tap into digital innovations to improve their businesses. Cyber attacks are costing companies millions of dollars of downtime not to mention the possibility of lawsuits whenever an attack occurs. It is imperative that security teams have the means to prevent, detect, and take actions to ensure that the [...]

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