AI Models

Understand

Classify and detect content attributes.

Understand

Visual Moderation

Best-in-class moderation for images, videos, GIFs, and livestreams

Text Moderation

Moderate text and text in images with best-in-class deep learning models

Audio Moderation

Real-time speech and sound
moderation in audio

Visual Context

Identify common objects, settings, and event types within videos and images

OCR

Extract emojis and text in 15+ languages from videos and images

Speech-to-Text

Transcribe audio in real-time across
multiple languages

Demographic

Identify demographic attributes within videos and images

Logo & Logo Location

Identify thousands of logos and common logo locations within videos and images

Translation

Translate text in real-time across
multiple languages

AI-Generated Media Recognition

Identify and moderate AI-generated artwork, photos, and memes
Platform

AutoML

Build and deploy deep learning models for custom use cases

Search

Search web content and custom datasets.

Search

Web Search

Find copies and variants of content against billions of public web images

Custom Search

Find copies and variants of content within a configurable media library

Copyright Search

Find copies and variants of movies, TV shows, and broadcasts

NFT Search

Verify NFT uniqueness against millions of assets on major blockchains

Contextual Search

Natural language search on large
image sets

Generate

Generate images and text from prompts.

Generate

Image Generation

Generate images with text prompts

Image Captioning

Generate image descriptions and ask questions about image details

Text Generation

Text Generation API to instantly write text from prompt

Video Generation

Generate videos with text prompts

Solutions

Technology & Digital Platforms

Solutions for moderating content of all forms, ensuring proprietary content stays on your platform, and more.

Technology & Digital Platforms

By Audience

For Online Communities

Screen user-generated visual, text, and audio content in real time

For Dating Apps

Elevate user experience with better moderation and user verification

For NFT Platforms

Protect creators and collectors from scams and fraud

For Marketplaces

Verify listings, enforce digital ownership, and moderate user interactions
By Application

Moderation Dashboard

Streamline moderation workflows with our no-code Moderation Dashboard

Content Moderation

Protect your community with real-time moderation of video, image, text,
and audio

AutoML

Build and deploy deep learning models for custom use cases

Sports, Media, & Marketing

Solutions for measuring sponsorships, monitoring cross-platform advertising, and unlocking premium ad inventory. Solutions for measuring sponsorships,
monitoring cross-platform advertising, and unlocking premium ad inventory.

Sports, Media, & Marketing

By Audience

For Brands

Measure and manage cross-platform advertising and sponsorships

For Agencies

Measure and manage cross-platform advertising and sponsorships

For Publishers

Efficiently and effectively monetize advertising and sponsorship inventory

For Teams and Leagues

Monetize sponsorship asset inventory
By Application

Sponsorship Intelligence

Cross-platform sponsorship measurement platform, powered by Hive's AI

Ad Intelligence

Analyze cross-platform ad intelligence in our Mensio platform

Context-Based Ad Targeting

Capitalize on ad inventory with contextual targeting and brand safety analysis

Docs

Company

Careers

About Us

Blog

Demo

AI Models

Understand

Classify and detect content attributes.

Search

Search web content and custom datasets.

Generate

Generate images and text from prompts.

Visual Moderation

Best-in-class moderation for images, videos, GIFs, and livestreams

Text Moderation

Moderate text and text in images with best-in-class deep learning models

Audio Moderation

Real-time speech and sound moderation in audio

Visual Context

Identify common objects, settings, and event types within videos and images

OCR

Extract emojis and text in 15+ languages from videos and images

Speech-to-Text

Transcribe audio in real-time across multiple languages

Demographic

Identify demographic attributes within videos and images

Logo & Logo Location

Identify thousands of logos and common logo locations within videos and images

Translation

Translate text in real time across multiple languages

AI-Generated Media Recognition

Identify and moderate AI-generated artwork, photos, and memes
Platform

AutoML

Build and deploy deep learning models for custom use cases

Web Search

Find copies and variants of content against billions of public web images

Custom Search

Find copies and variants of content within a configurable media library

Copyright Search

Find copies and variants of movies, TV shows, and broadcasts

NFT Search

Verify NFT uniqueness against millions of assets on major blockchains

Contextual Search

Natural language search on large image sets

Image Generation

Generate images with text prompts

Image Captioning

Generate image descriptions and ask questions about image details

Text Generation

Text Generation API to instantly write text from prompt

Video Generation

Generate videos with text prompts
Solutions

Technology & Digital Platforms

Solutions for moderating content of all forms, ensuring proprietary content stays on your platform, and more.

Sports, Media, & Marketing

Solutions for measuring sponsorships, monitoring cross-platform advertising, and unlocking premium ad inventory.
By Audience

For NFT Platforms

Protect creators and collectors from scams and fraud

For Marketplaces

Verify listings, enforce digital ownership, and moderate user interactions

For Dating Apps

Elevate user experience with better moderation and user verification

For Online Communities

Screen user-generated visual, text, and audio content in real time
By Application

Moderation Dashboard

Streamline moderation workflows with our no-code Moderation Dashboard

Content Moderation

Protect your community with real-time moderation of video, image, text, and audio

AutoML

Build and deploy deep learning models for custom use cases
By Audience

For Brands

Measure and manage cross-platform advertising and sponsorships

For Publishers

Efficiently and effectively monetize advertising and sponsorship inventory

For Agencies

Measure and manage cross-platform advertising and sponsorships

For Teams and Leagues

Monetize sponsorship asset inventory
By Application

Sponsorship Intelligence

Cross-platform sponsorship measurement platform, powered by Hive's AI

Ad Intelligence

Analyze cross-platform ad intelligence in our Mensio platform

Context-Based Ad Targeting

Capitalize on ad inventory with contextual targeting and brand safety analysis
Docs
Company

About Us

Careers

Blog
Demo
BACK TO ALL BLOGS

Build Your Own Custom ML Models with Hive AutoML

Hive
May 3, 2023May 3, 2023
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We’re excited to announce Hive’s new AutoML tool that provides customers with everything they need to train, evaluate, and deploy customized machine learning models. 

Our pre-trained models solve a wide range of use cases, but we will always be bounded by the number of models we can build. Now customers who find that their unique needs and moderation guidelines don’t quite match with any of our existing solutions can create their own, custom-built for their platform and easily accessible via API.

AutoML can be used to augment our current offerings or to create new models entirely. Want to flag a particular subject that doesn’t exist as a head in our Text Moderation API, or a certain symbol or action that isn’t part of our Visual Moderation? With AutoML, you can quickly build solutions for these problems that are already integrated with your Hive workflow.

Let’s walk through our AutoML process to illustrate how it works. In this example, we’ll build a text classification model that can determine whether or not a given news headline is satirical. 

First, we need to get our data in the proper format. For text classification models, all dataset files must be in CSV format. One column should contain the text data (titled text_data) and all other columns represent model heads (classification categories). The values within each row of any given column represent the classes (possible classifications) within that head. An example of this formatting for our satire model is shown below:

The first page you’ll see on Hive’s AutoML platform is a dashboard with all of your organization’s training projects. In the image below, you’ll see how the training and deployment status of old projects are displayed. To create our satire classifier, we’re going to make a new project by hitting the “Create New Project” button in the top right corner.

We’ll then be prompted to provide a name and description for the project as well as training data in the form of a CSV file. For test data, you can either upload a separate CSV file or choose to randomly split your training data into two files, one to be used for training and the other for testing. If you decide to split your data, you will be able to choose the percentage that you would like to split off.

After all of that is entered, we are ready to train! Beginning model training is as easy as hitting a single button. While your model trains, you can easily view its training status on the Training Projects page.

Once training is completed, your project page will show an analysis of the model’s performance. The boxes at the top allow you to decide if you want to look at this analysis for a particular class or overall. If you’re building a multi-headed model, you can choose which head you’d like to evaluate as well. We provide precision, recall, and balanced accuracy for all confidence thresholds as well as a PR curve. We also display a confusion matrix to show how many predictions were correct and incorrect per class.

Once you’re satisfied with your model’s performance, select the “Create Deployment” to launch the model. Similarly to model training, deployment will take a few moments. After model deployment is complete, you can view the deployment in your Hive customer dashboard, where you can access your API key, view current tasks, as well as access other information as you would with our pre-trained models.

We’re very excited to be adding AutoML to our offerings. The platform currently supports both text and image classification, and we’re working to add support for large language models next. If you’d like to learn more about our AutoML platform and other solutions we’re building, please feel free to reach out to sales@thehive.ai or contact us here.

AI Models
Demo Hub Documentation Data Labeling
Applications
Moderation Dashboard Context-Based Ad Targeting Ad Intelligence Sponsorship Intelligence
Platform Solutions
For NFT Platforms For Marketplaces For Dating Apps For Online Communities
Media Solutions
For Brands For Agencies For Publishers For Teams and Leagues
Company
About Us Careers Blog LinkedIn
Contact Us
support@thehive.ai sales@thehive.ai press@thehive.ai
© Copyright 2023
Status Dashboard Terms of Service Privacy Policy Ethics Policy

AI Models

Demo Hub
Documentation
Data Labeling

Applications

Moderation Dashboard
Context-Based Ad Targeting
Ad Intelligence
Sponsorship Intelligence

Platform Solutions

For NFT Platforms
For Marketplaces
For Dating Apps
For Online Communities

Media Solutions

For Brands
For Agencies
For Publishers
For Teams and Leagues

Company

About Us
Careers
Blog
LinkedIn

Other site pages

Status Dashboard
Terms of Service
Privacy Policy
Ethics Policy

Contact Us

support@thehive.ai
sales@thehive.ai
press@thehive.ai
© Copyright 2023