Blogs

What Do AI & Machine Learning Datasets Look Like? Complete Guide 2025

This article explores the main types of datasets to understand how they look, what they’re used for, and how much they typically cost.

September 5, 2025

What are Dataset and Database?

Knowing the difference between a dataset and a database is crucial for strategic decisions. Here is a simple breakdown to help you.

August 25, 2025

The Essential Process of Image Annotation

Image annotation is crucial because it directly determines the effectiveness and functionality of your computer vision AI models.

July 17, 2025

The Growing AI Data Market: Addressing the Shortage of High-Quality Training Data in the AI Boom

The rapid growth of AI models and the expanding market brings a pressing need for high-quality training data, which remains a significant bottleneck.

July 14, 2025

What is Computer Vision?

If AI enables computers to think, then computer vision enables them to see. The performance of your computer vision model highly depends on the quality and accuracy of its training data.

July 3, 2025

Data collection: Where to find the image dataset?

Due to the datasets quantity and sheer size, managing these massive collections can be a daunting task. Here are some of the ways companies and organizations can obtain high-quality images.

July 2, 2025

Decentralized Data Contributor: The Side Hustle You Didn’t Know Existed

What if there was a side hustle that fit seamlessly into your busy life, doesn’t demand endless hours, and can boost your income? Let’s dive into being a decentralized data contributor, the side hustle you didn’t know existed!

July 1, 2025

What Is Image Annotation in AI Training? A Comprehensive Overview

Image annotation is the process of labeling or tagging images. In this guide, we’ll dive into everything you need to know about image annotation: what it is, why it’s so important, the process involved, and where you can find high-quality images to get started.

June 25, 2025

Quality Data and Authentic Human Content Is the New Digital Gold

Every second, people generate and consume content: text, photos, videos, voice clips, and more, at an explosive rate. At first glance, this abundance looks like a goldmine for training artificial intelligence. But dig a little deeper, and a troubling trend becomes clear.

June 24, 2025

Deimos II in Action: Real-World Use Cases

Deimos II empowers anyone to meaningfully participate in the data value chain, while earning fairly and retaining autonomy. Here are four practical, interconnected use cases of Deimos II within the OORT DataHub network.

June 12, 2025

Getting Started with OORT DataHub: A Beginner’s Guide to Earning with DeAI

OORT DataHub lets anyone contribute to AI by collecting and pre-processing data — and earn rewards while doing it. Join the movement and help shape the future of decentralized AI.

June 10, 2025

The Evolving Landscape of LLM Inference

In this article, we’ll break down what LLM inference means and elevate your understanding by exploring the changing landscape and sharing tips on picking the right provider. Moreover, get ready to leverage LLM inference with our very own OORT Deimos II to unlock new possibilities.

May 29, 2025

OORT en español: Descubriendo DataHub: Qué es y cómo se utiliza

Descubre cómo utilizar DataHub para generar datos para la IA y ganar incentivos por tu participación en este blog en español.

May 28, 2025

From Data to Decisions: The Critical Role of LLM Inference

Large Language Models (LLMs) and LLM inference lie at the center of high-performance AI. LLM inference enables real-time decision making, scalability, accuracy, resource efficiency, and automation across industries.

May 27, 2025

Would “AI Data Contributor” Become Tomorrow’s Most In-Demand Job?

In the coming years, one of the most valuable jobs might be: data contributor. OORT DataHub is a decentralized platform built for this exact future — where real people contribute meaningful data to help train decentralized AI models.

May 21, 2025

Building Trustworthy AI: Bias Mitigation Strategies in AI Datasets

High-quality, fair, and secure data is essential for responsible AI. In this article, we explore why bias mitigation is critical — and how it fits into a broader framework of ethical AI development.

April 23, 2025

Unlocking AI success: Why High-quality AI Datasets Matter

By investing in high-quality data, organizations can improve the performance of their AI models and pave the way for a future where your AI systems are not just intelligent but also fair, reliable, and ethical.

April 15, 2025

Decentralized Storage Providers: Filecoin Alternative - OORT & Storj

Decentralized storage is the future of data management, offering a secure, private, and reliable way to store and share data. Take control of your data and embrace the benefits of decentralization!

March 27, 2025

How to Choose the Right AI Training Data Provider: A Comprehensive Guide

This guide covers key factors in choosing an AI training data provider, from data quality and scalability to compliance and cost.

March 17, 2025

Top 20 AI Training Data Companies in 2025 - Compared

This list provides a narrowed and simplified overview of the top training data providers and their key features, so you can swiftly find the perfect fit for your needs.

March 12, 2025

Navigating the Challenges of Data Collection: Insights from a Legal Perspective

This article emphasizes the critical role of data in AI development and highlights the complexities involved in data collection processes.

March 3, 2025

A Guide to Data Quality Management and Best Practices

Data quality is essential for informed decision-making, operational efficiency, and regulatory compliance. OORT DataHub effectively address the key challenges in data management.

January 20, 2025

What is Data Quality? Key Principles & Best Practices

This article covers the key principles and best practices for achieving and maintaining excellent data quality for trusted insights and effective decisions.

January 17, 2025

The Best AI Agent Examples and Their Benefits Explained

Discover what AI agents are, how they operate, the challenges in their development, and the benefits they bring.

January 15, 2025

What is a Crypto Faucet? - Beginners Guide to Crypto Faucets in 2025

This guide answers all your questions about crypto faucets — from understanding different types and how to get started, to exploring future trends in the space.

January 13, 2025

Top AI Training Dataset Tips: Enhance Your Machine Learning Models

This article aims to guide you in the selection of machine learning datasets, helping you assess the quality, relevance, and compliance of the data for robust AI training.

December 11, 2024

OORT Edge: A Complete Setup Guide for Your Deimos Device

Learn how to set up your Deimos device on the OORT Edge network with this step-by-step guide. From wallet setup to GPS and collateral, we've got you covered.

October 10, 2024

How OORT and Seagate are Revolutionizing Decentralized Cloud Storage: A Deep Dive into the Partnership

Explore how OORT and Seagate are transforming decentralized AI with scalable, cost-efficient storage solutions, global reach, and reliable infrastructure.

September 30, 2024

OORT’s Partnership with Shenzhen Data Exchange: Unlocking Opportunities for AI Growth in Asia

OORT's listing on the Shenzhen Data Exchange connects it to China’s vast AI market, offering tools like OORT AI and DataHub to drive innovation.

September 10, 2024

Discover how OORT and NSF's ECAT Center advance AI mobility

A Deep Dive into OORT's Partnership with NSF’s eCAT Center: Advancing the Future of Mobility and AI

August 28, 2024

Decentralize Data Collection & Labeling with OORT Datahub

Decentralize AI data collection and labeling with OORT Datahub. Earn rewards, ensure data security, and enhance transparency with blockchain technology.

July 25, 2024

The Role of Data Pre-Processing in AI Training

Explore the essentials of AI data pre-processing and image processing to boost machine efficiency and accuracy in visual tasks.

May 3, 2024

Find the best AI chatbot to elevate your customer experience in 2024.

Discover key AI chatbots for businesses in 2024 in this Forbes article by OORT CEO Max Li. Uncover insights on ChatGPT, Google Bard, Claude AI, Bing Chat, and OORT AI, focusing on their impacts and suitability for different business needs.

December 29, 2023

Demystifying Retrieval-Augmented Generation (RAG)

Explore how Retrieval-Augmented Generation (RAG) enhances AI, providing accurate, real-time responses by integrating external knowledge.

November 17, 2023

Explore the collaboration between Lenovo and OORT for customer service

Lenovo Image elevates customer service with OORT AI: 90% cost-cut and 95% satisfaction. Discover AI’s transformative power.

October 27, 2023

The Role of AI in Customer Service: A Deep Dive

Explore how AI is reshaping customer service: from 24/7 chatbots to predictive analytics and unified omnichannel experiences. Dive into the future.

October 5, 2023

Learn the benefits of chatbots and building them with OORT AI

Explore the transformative power of Oort TDS chatbots for businesses: enhance customer engagement, optimize costs, and craft personalized experiences.

September 20, 2023

How OORT AI Makes AI Accessible to Businesses

Unlock AI's potential with Oort TDS - accessible, customizable, secure AI for businesses. Try it now!

September 13, 2023

How to Jumpstart Your Web3 Career

Oort is proud to present expert advice on how to get started in Web3 careers. In this article, you’ll learn what Web3 is, what types of jobs exist in this industry, and how to get started in today’s climate.

January 27, 2023

What is Decentralized Storage, and Why Do We Need It

Decentralized storage solutions introduce fundamentally different outlooks and much higher efficiency to the cloud service landscape.

November 21, 2022

Insights on how Web3 adapts and thrives during the crypto downturn

Prices down, devs up. Bear market fosters long-term sustainability of projects and protect projects from short-term, speculative attention.

November 7, 2022

Understand digital humans and their role in the Web3 era

The term “digital human” will evoke in some readers’ minds sci-vi visions of teeming Blade Runner cityscapes where people work, eat and live among a milieu of holographic avatars, humans, and digital beings.

August 12, 2022

Web3 and Digital Infrastructure

Web3 will need a vast amount of computing and storage power - more servers - ideally of a distributed nature.

April 18, 2022

What is Digital Infrastructure?

Decentralized storage systems consist of a peer-to-peer network of user-operators who hold a portion of the overall data, creating a resilient file storage sharing system.

April 3, 2022

The Metaverse: a Brief History

Documenting the metaverse’s evolution from concept to almost-reality, from novelty to humanity’s public square, and from atomized communities to borderless canvases

March 27, 2022

Computing Power and the Metaverse — a Walkthrough

All metaverse experiences require a steady supply of computing power. We analyze the benefits and drawbacks of four distinct sources of computing power as experienced by four metaverse platforms.

March 22, 2022

How Fortnite supports 350 million users on AWS

Metaverse platforms with audiences as enormous as Fortnite’s need all the computing power they can get.

March 16, 2022

How Microsoft utilizes Azure to create a dynamic metaverse experience

Mesh will sit atop Azure’s venerable cloud infrastructure. But the premise of this arrangement — owning your own computing power provider — isn’t flawless.

March 7, 2022