• document-embeddings-guide-td

    How to Generate Simple Document Embeddings with Python

    Document embeddings are one of the simplest ways to give machines an understanding of text, and in our previous article, Document Embeddings Explained: A Guide for Beginners, we explored how they turn entire documents into dense numerical vectors that capture meaning and context. Now that you understand what embeddings [...]

  • Diagram illustrating how Amazon Security Lake uses the Open Cybersecurity Schema Framework (OCSF) to standardize security data across AWS sources.

    Open Cybersecurity Schema Framework (OCSF) and Amazon Security Lake

    Amazon Security Lake is a managed service that collects and stores security logs from AWS services, on-premises systems, and supported third-party tools. It automatically converts all incoming data into Apache Parquet and formats everything using the OCSF schema. This setup allows different kinds of security logs to follow one [...]

  • Can Gemini 3 Replace My AI Toolkit - Featured Image

    Can Gemini 3 Replace My AI Toolkit?

    I've always approached AI with one mindset: use whatever tool gets the job done fastest and cleanest. I'm not loyal to one model, one company, or one ecosystem. I switch between tools depending on what my day looks like. In school, that might mean summarizing academic papers. At work [...]

  • AWS Vector Databases Explained: Semantic Search and RAG Systems

    AWS Vector Databases Explained: Semantic Search and RAG Systems

    The generative AI (GenAI) revolution has transformed how organizations extract value from their data. While large language models (LLMs) demonstrate remarkable capabilities in understanding and generating human-like text, their true enterprise potential is unlocked only when they can access proprietary, domain-specific information. This necessity has propelled vector databases from [...]

  • self hosting judge0 step by step guide header

    Self-Hosting Judge0: A Step-by-Step Guide Using Amazon EC2, Lambda, and S3

    Judge0 is a powerful, open-source code execution system widely used by online coding platforms to run programs in secure environments. However, while it is often accessed as a third-party service, self-hosting Judge0 on AWS significantly grants you complete control over configuration and security. In fact, this level of ownership [...]

  • Shaping the Future of Student Technopreneurs in the Philippines through AWS Cloud Club PUP e:Novators

    BGC, Philippines—November 21, 2025—Designed for working students, budding entrepreneurs, small startups, hackathon enthusiasts, and aspiring tech founders, the Alfred’s Engine Room: Crafting Tomorrow’s Ventures: Kick-off and Ideation 2025 marked the official launch of AWS Cloud Club PUP e:Novators, a community built to empower the next generation of bold visionaries [...]

  • The Cash Cow + Investment Model: A Career Blueprint from Tutorials Dojo’s CEO

    Imagine spending weeks building a course, only to watch it fail. That’s exactly what happened in 2019 to the founder of Tutorials Dojo, Jon Bonso. He had spent weeks building a React Native course. He recorded, edited, and re-recorded, hoping people would buy it. However when it finally launched, [...]

  • AWS Strands Agents SOPs AI Automation Workflow Natural Language

    AWS Strands Agent SOPs – Your Natural Language Agentic AI Workflow Tool

    If you're someone whose work involves AI automation or a developer, you'll know that Modern AI agents are powerful but notoriously difficult to guide with consistency. You put the same thing in twice, you get two drastically different results. There are two ways of driving Modern AI agents: Code [...]

  • What is Amazon Bedrock AgentCore

    What is Amazon Bedrock AgentCore?

    Imagine spending months building an AI agent that integrates seamlessly into your development environment. It employs tools, responds to inquiries, and completes duties precisely as planned. But moving it to production becomes a nightmare: suddenly, you are dealing with scale problems, security concerns, authentication systems, and API interfaces. What [...]

  • Google Antigravity AI IDE LLM Agentic Development Fleet

    A New Player in Town: Google Antigravity

    On Wednesday, Google, the creators of Gemini, one of the top competitors of popular LLMs like ChatGPT (developed by OpenAI), recently launched their first AI agentic development IDE, known as Google Antigravity. Built for a wide range of customers, it is targeted to both professional developers working on large [...]

  • Cloud Pub/Sub Cheat Sheet

Google Cloud Pub/Sub

Bookmarks Features Key Concepts Publisher-subscriber relationships Pricing Validate Your Knowledge Google Cloud Pub/Sub Cheat Sheet Cloud Pub/Sub is a fully-managed real-time messaging service for event driven systems that allows you to send and receive messages between independent applications. Features Capable of global message routing to simplify multi-region systems. Synchronous, cross-zone message replication and per-message receipt tracking ensure at-least-once delivery at any scale. Pub/Sub delivers each message [...]

  • Google Cloud SQL Cheat Sheet

Google Cloud SQL

Google Cloud SQL Cheat Sheet A fully managed relational database service. Cloud SQL is available for: MySQL PostgreSQL SQL Server Features Scale instantly with a single API call as your data grows. Automated and on-demand backups are available. You can restore your database instance to its state at an earlier point in time by enabling binary logging. Data replication between multiple zones with automatic failover. You can perform an analytics job by using BigQuery [...]

  • Google Kubernetes Engine Cheat Sheet

Google Kubernetes Engine (GKE)

Bookmarks Features Kubernetes Cluster Architecture Kubernetes API Objects GKE Sandbox Pricing Validate Your Knowledge Google Kubernetes Engine Cheat Sheet Secured and managed Kubernetes services with auto-scaling and multi-cluster support Features Can be configured to automatically scale node pool and clusters across multiple node pools based on changing workload requirements. Auto-repair can be enabled to do health checks on node Choose clusters tailored to your requirements [...]

  • Google Compute Engine Cheat Sheet

Google Compute Engine (GCE)

Bookmarks Configurations Instance Templates Instance Groups Managing access to your instances Backing up your instance Sole Tenant Nodes Preemptible Instances Shielded Instances Instance Life Cycle GCP Marketplace Live Migration Pricing Validate Your Knowledge Google Compute Engine Cheat Sheet Linux-based and Windows-based virtual machines Each instance you create belongs to a project A project can have one or more [...]

  • Google Cloud Platform Cheat Sheet

Google Cloud Platform Overview

Google Cloud Platform Cheat Sheet The Google Cloud Platform is the infrastructure that powers the Google products you are familiar with including Gmail, Search, and Google Photos. In April of 2008, Google announced its first service called App Engine, a cloud compute service for developing and hosting web applications in Google-managed data centers. Since then, Google has evolved and added more cloud services to its platform. GCP lets developers build and host applications and [...]

  • lifecycle_event_hooks_in_codedeploy

Lifecycle Event Hooks in CodeDeploy

Bookmarks Events Things To Consider In biology, life cycle refers to the series of stages or events that occur during an organism’s lifetime. Lifecycle also applies when automating software deployment on AWS CodeDeploy. Lifecycle event hooks refer to the series of events that describes how a deployment is accomplished. It allows you to control or perform actions on different stages of your deployment. In the traditional way, whenever you [...]

  • Amazon EBS Multi-Attach

Amazon EBS Multi-Attach

Amazon Elastic Block Store or EBS is a durable block-based storage device that can be attached to your EC2 instance. AWS released a feature called Multi-Attach, which allows EC2 instances to share a single EBS volume for up to 16 instances and provide higher availability of your applications for Linux workloads. Each instance to which the volume is attached has full read and write permissions to the volume. The following are several considerations and [...]

  • ECS Network Modes Comparison

ECS Network Modes Comparison

Amazon Elastic Container Service (ECS) allows you to run Docker-based containers on the cloud. Amazon ECS has two launch types for operation: EC2 and Fargate. The EC2 launch type provides EC2 instances as hosts for your Docker containers. For the Fargate launch type, AWS manages the underlying hosts so you can focus on managing your containers instead. The details and configuration on how you want to run your containers are defined on the ECS [...]

  • aws certified cloud practitioner vs microsoft azure az900

AWS Certified Cloud Practitioner vs Microsoft Azure AZ-900 Exam

AWS Certified Cloud Practitioner vs Microsoft Azure AZ-900 Exam One way to boost your career in the cloud computing space is through certifications. These exams will help validate your current understanding and knowledge in the cloud. Cloud service providers offer different learning paths such as Cloud Architect, Cloud Developer, and Cloud Administrator.  Both AWS and Microsoft have introductory certifications that will test your understanding of the basics. AWS has what they call the AWS [...]

  • Amazon SES Cheat Sheet

Amazon SES

Bookmarks Common Use Cases Features Methods of Sending Emails Testing Amazon SES Concepts Email Authentication Methods Email Sending Requests Dedicated IP Addresses vs Amazon SES IP Addresses Security Pricing Limits Amazon SES Cheat Sheet A cost-effective and scalable email service that enables you to send mail from within any application. A regional service. Amazon SES is for applications that need [...]

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