Knowledge Graphs and Analytics Without Graph Databases for Gen-AI

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Graphs are more relevant and useful today than ever. Thanks to the AI revolution happening right now, engineers are thinking about the opportunities around Gen-AI, leveraging open Gen-AI solutions with dynamic prompting, data grounding, and masking which further pushes them to think about effective solutions like knowledge graphs.

Engineer, Mary is working on a data grounding problem and is considering building their Knowledge Graph for an AI solution for personalized product recommendations at work, and starts to wonder about

Cross-Pollination for Creativity Leveraging LLMs

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Large Language models (LLMs) are used for creative tasks such as story writing, poetry, and script writing for plays. There are several GPT-based wrapper tools for advertising slogan creation, generating plot lines, and music compositions. Let's explore how to use LLMs to identify research gaps in a field and leverage the ideas of other fields to inspire new ideas. 

Problem Statement

Researchers need inspiration when they are stuck on a problem. It's common for researchers to get fixated on a particular hypothesis or approach. The vast amount of information can be overwhelming. It is a struggle in itself to sift through the information and identify a potential new path. Interdisciplinary collaboration is often challenging with researchers on both sides not familiar with the jargon of the two fields.

SQL Loader – Unix Script – Loading Multiple Data Files in Oracle DB Table

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Here I am going to show the power of SQL Loader + Unix Script utility where multiple data files can be loaded by the SQL loader with automated shell scripts. This would be useful while dealing with large chunks of data and when data needs to be moved from one system to another system.

It would be suitable for a migration project where large historical data is involved. Then it is not possible to run the SQL loader for each file and wait till it's loaded. So the best option is to keep the Unix program containing the SQL loader command running all the time. Once any file is available in the folder location then it will pick up the files from that folder location and start processing immediately.

Navigating the Technological Landscape of FinTech

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With 2024 in full swing, the landscape for developers and engineers is evolving at an unprecedented pace. Especially for those in FinTech, where cybersecurity is top of mind and while many companies rush to adopt AI to cut costs. What does all of this mean for the backbone of these organizations - their technical talent? 

In this article, I explore the pivotal trends that will define the year ahead, offering a compass for technologists to not just navigate but lead in the evolution.

Running LLMs Locally: A Step-by-Step Guide

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In this post, you will take a closer look at LocalAI, an open-source alternative to OpenAI that allows you to run LLMs on your local machine. No GPU is needed: consumer-grade hardware will suffice. Enjoy!

Introduction

OpenAI is a great tool. However, you may not be allowed to use it due to company policies because you might send sensitive information to OpenAI. Besides that, you might want to experiment with different kinds of LLMs (Large Language Models). Wouldn’t it be great if you could run models locally using the same Rest API as for OpenAI? Well, that is exactly what LocalAI has to offer you! LocalAI is an open-source alternative to OpenAI and has a Rest API which is compatible with the OpenAI API specifications. Besides that, no GPU is needed, you can run it on consumer-grade hardware. It is advised, however, to use a GPU, because it will be approximately 20 times faster.

Difference Between Incremental and Differential Backups in Exchange Server

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In Exchange Server, database backup is essential to prevent loss of data in case of disaster or unforeseen incidents, such as power outage, server failure, natural calamities, etc. At the same time, it is also important to decide on the data backup method as it is not practical to take a full data backup every time, considering the resources needed, the time to take backups daily, and the cost. So, you can choose between incremental and differential backup methods for taking frequent and regular database backups in Exchange Server.

In this article, we will discuss the differences between incremental and differential backup methods to help you decide which one to choose based on your needs. 

DZone Community Awards 2023

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Dear DZone Community, 

This year has seen a lot of changes for the DZone team, and we’re excited to end the year on a high note with a ton of potential heading into 2024 and beyond. 

Implementing Virtualization on a Mini PC

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A new era of computing where portability and power are combined has arrived with the introduction of Mini PCs. These small but powerful devices are now more than just media centers or low-power workstations, which was their original function. Virtualization is one of the more complex tasks that Mini PCs can handle today. The technology of virtualization enables the creation of numerous virtual instances or machines on a single physical host. Not only have data centers been transformed by this innovation, but home users, developers, and small businesses looking to maximize their computing resources now can not live without it.

The implementation of virtualization on a Mini PC is the focus of this essay. It examines the benefits of using Mini PCs for virtualization, discusses the difficulties, and offers a comprehensive step-by-step tutorial for establishing a virtualized environment on these small computers. This discussion has made it clear that Mini PCs are a flexible and affordable option for those looking to take advantage of virtualization’s power.

OceanWP Theme Review: An All-Rounder Free WordPress Theme

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OceanWP is an exceptional free WordPress theme that provides a diverse range of premium features, making it a superb choice for any website. Its stylish design and extensive functionality have garnered immense popularity among developers and users alike. Professional Appearance and Customization Options One of the standout features of OceanWP is its ability to provide […]

The post OceanWP Theme Review: An All-Rounder Free WordPress Theme first appeared on WPArena and is written by Editorial Staff.

AutoGrow Textareas with CSS

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As the demands of the web change and developers experiment with different user experiences, the need for more native language improvements expands. Our presentation layer, CSS, has done incredibly well in improving capabilities, even if sometimes too slow. The need for native support for automatically expanding textarea elements has been long known…and it’s finally here!

To allow textarea elements to grow vertically and horizontally, add the field-sizing property with a value of content:

textarea {
  field-sizing: content; // default is `fixed`
}

The default value for field-sizing is fixed, signaling current behavior. The new behavior, content, will expand as much as possible. To constrain the size a textarea can grow, use traditional width/max-width and height/max-height properties.

The post AutoGrow Textareas with CSS appeared first on David Walsh Blog.

Beyond Captchas: Exploring the Advancements of AI in Modern Bot Mitigation

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The battle between human users and sneaky bots is a constant struggle in the ever-evolving cybersecurity landscape. And the conventional defense mechanisms, including CAPTCHAs, have been a reliable shield for a long. 

However, with the sophistication of cyberattacks and bots becoming smarter, the conventional shield needs a big upgrade since it no longer has the potential to safeguard against modern threat vectors. 

Tired of Messy Code? Master the Art of Writing Clean Codebases

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You've conquered the initial hurdle, learning to code and landing your dream job. But the journey doesn't end there. Now comes the real challenge: writing good code. This isn't just about functionality; it's about crafting elegant, maintainable code that stands the test of time.

Navigating a poorly designed system feels like being lost in a foreign city with no map. These systems are often clunky, inefficient, and frustrating.

These 37 Items Are Required for Magento 2 Launch

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More than one hundred thousand online stores are currently run on Magento 2. Do you have any plans to open a Magento 2 store? If so, you might be concerned about how to make sure everything goes smoothly. You should think about and pay attention to a number of important Aspects in this regard.

Therefore, we have created this comprehensive guide to help make things easier for you. Here, we'll provide you with a detailed list of everything you need for Magento 2 to go live that will help you launch your store. Let's get going.