• 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 [...]

  • aurora_serverless_tutorial_-_part_2

Aurora Serverless Tutorial Part 2

In the first part of this tutorial, we gave a walkthrough on Aurora Serverless and its use case. You can read the article here. For this tutorial, we will do some hands-on training and create an Aurora Serverless database. Creating an Aurora Serverless Database: 1. Open the AWS console and go to RDS. Click the button “Create database”. 2. Choose Amazon Aurora. You can either choose MySQL or PostgreSQL compatibility. In this tutorial, we [...]

  • aurora_serverless_tutorial_-_part_1

Aurora Serverless Tutorial – Part 1

What is Aurora Serverless?  Before we get into it, let us briefly define Aurora and serverless first. Aurora is a fully managed, closed source relational database that is compatible with MySQL and PostgreSQL. According to Amazon, it is five times faster than the standard MySQL and three times faster than PostgreSQL. It uses a distributed architecture that provides fault tolerance and high availability.  Serverless is a technique in the cloud that follows the ‘pay-per-use’ [...]

  • Google Cloud Source Repositories Cheat Sheet

Google Cloud Source Repositories

Google Cloud Source Repositories Cheat Sheet A fully managed git repository where you can securely manage your code. Features You will be able to extend your git workflow with Cloud Source Repositories. Set up a repository as a Git remote. Push, pull, clone, log, and perform other Git operations as required by your workflow. You can create multiple repositories for a single Google Cloud project. This allows you to organize the code associated with [...]

  • Google Cloud Deployment Manager Cheat Sheet

Google Cloud Deployment Manager

Google Cloud Deployment Manager Cheat Sheet Google Cloud Deployment Manager is an infrastructure deployment service that automates the creation and management of Google Cloud resources. Features You can write template and configuration files and utilize them to create deployments that have a variety of Google Cloud services working together, such as: Cloud Storage Compute Engine Cloud SQL A configuration defines the structure of your deployment. You must specify a configuration on a YAML file [...]

  • Google Cloud Billing Cheat Sheet

Google Cloud Billing

Bookmarks Features Cloud Billing Account & Payments Profile Cloud Billing Reports Cloud Billing Budgets Overview of Cloud Billing roles in IAM Validate Your Knowledge Google Cloud Billing Cheat Sheet You can configure billing on Google Cloud in a variety of ways to meet different needs. To use Google Cloud services, you must have a valid Cloud Billing account, Features If you have a project that [...]

  • Google Cloud Console Cheat Sheet

Google Cloud Console

Google Cloud Console Cheat Sheet Google Cloud Console is a web admin interface to manage your Google cloud infrastructure. Features You can create projects on Google Cloud Console. With Cloud Console, you can quickly find and check the health of all your cloud resources in one place, including virtual machines, network settings, and data storage. Logging Manage and audit user access to project resources. Track down production issues quickly by viewing logs. You can [...]

  • Google Cloud KMS Cheat Sheet

Google Cloud Key Management Service

Google Cloud KMS Cheat Sheet The Google Cloud Key Management Service (KMS) is a cloud-hosted key management service that enables you to manage encryption keys on the Google Cloud Platform. Features Lets you manage your symmetric and asymmetric cryptographic keys the same way you manage them in an on-premises environment. You can decide to use the keys generated by Cloud KMS with other Google Cloud services. These keys are known as customer-managed encryption keys [...]

  • Google Cloud Identity and Access Management (IAM)

Google Cloud Identity and Access Management (IAM)

Bookmarks Features Roles Service Accounts Policy Groups Best Practices Validate Your Knowledge Google Cloud IAM Cheat Sheet Create and manage permissions for your Google Cloud resources with Identity Access Management (IAM). Provides a unified view into your organization’s security policy with built-in auditing to ease compliance purposes. Features Lets you authorize who can take specific actions on resources to give you full control and [...]

  • Google Virtual Private Cloud Cheat Sheet

Google Virtual Private Cloud

Bookmarks Key Concepts Network and Subnets Configuring IP Addresses Firewall Rules Routes Communications and access for APP Engine Connecting VPC Networks Pricing Validate Your Knowledge Google Virtual Private Cloud Cheat Sheet You can create and manage your own virtual topology network where you can launch your Google Cloud resources using Google Virtual Private Cloud (VPC). Google VPC is the networking layer of [...]

  • google-cloud-load-balancing

Google Cloud Load Balancing

Google Cloud Load Balancing Cheat Sheet Google Cloud Load Balancing allows you to put your resources behind a single IP address. Features Can be set to be available externally or internally with your Virtual Private Network (VPC). HTTP(S) load balancing can balance HTTP and HTTPS traffic across multiple backend instances, across multiple regions.  Enable Cloud CDN for HTTP(S) load balancing to optimize application delivery for your users with a single checkbox. You can define [...]

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