DeepMiner Domain Specific Models

Professional AI Solutions for Specific Business Scenarios

Model Overview

DeepMiner provides eight specialized domain specific models, each optimized for specific business scenarios

Anomaly Detection Model

Real-time monitoring of data anomalies, early warning of business risks, applicable to finance, security, and operational monitoring scenarios.

Attribution Analysis Model

Precisely analyze multi-channel marketing effectiveness, optimize placement strategies, and help marketing teams improve return on investment.

Ad Sentiment Analysis Model

Interpret users' emotional responses to advertisements, guide creative optimization, and improve ad resonance and conversion rates.

Ad Traffic Prediction Model

Predict traffic trends across channels, allocate budgets reasonably, and achieve optimal allocation of marketing resources.

Content Confidence Prediction Model

Evaluate content performance potential, guide content creation direction, and improve content marketing effectiveness.

Sales Prediction Model

Predict sales based on multi-factor analysis, optimize inventory and production, and reduce inventory costs and stockout risks.

Fault Prediction Model

Identify system risks in advance, reduce operational risks, applicable to IT, manufacturing, and equipment management scenarios.

Scheduling Model

Intelligently optimize human resource allocation, improve operational efficiency, applicable to retail, logistics, customer service, and other fields.

DeepMiner-HMLLM

Hypergraph Multimodal Large Language Model, designed specifically for measuring advertising creative effectiveness

ACMMM2024 International Top Conference Research Achievement

DeepMiner-HMLLM

HMLLM utilizes various biosignals and eye-tracking data to build a hypergraph structure, precisely evaluating cognitive differences in how different populations respond to video creatives.

Research Background

Accepted at ACMMM2024 (CCF-A top international conference), which received 4385 submissions with only 1149 accepted, with Transwarp Technology ranking 8th.

Core Technical Breakthrough

Pioneered a multimodal large model evaluation benchmark with more than 3 modalities, created the SRI-ADV dataset, collecting EEG and eye-tracking data generated when viewing advertising videos.

Innovative Algorithm

The Hypergraph Multimodal Large Language Model (HMLLM) comprehensively utilizes images, video elements, EEG signals, and eye-tracking data to establish semantic connections by exploring complex relationships between different modalities.

Application Value

Precisely evaluates cognitive differences in how different populations respond to video creatives, addresses the research gap in video creative evaluation, and provides scientific basis for advertising creative optimization.

Industry Applicability

DeepMiner Domain Specific Models are applicable to multiple industries, meeting different business needs

Domain Specific Models E-commerce Retail FMCG Finance Manufacturing IT
Anomaly Detection Model
Attribution Analysis Model
Ad Sentiment Analysis Model
Ad Traffic Prediction Model
Content Confidence Prediction Model
Sales Prediction Model
Fault Prediction Model
Scheduling Model

Integration & Deployment

DeepMiner Domain Specific Models support flexible integration and deployment to meet different enterprise needs

API Integration

Easily integrate into existing enterprise systems through standard API interfaces, without requiring large-scale modifications.

Cloud Deployment

Support public cloud, private cloud, or hybrid cloud deployment, flexibly adapting to enterprise IT architecture requirements.

On-premises Deployment

Support private deployment within enterprises to meet data security and compliance requirements.

Customized Services

Provide model customization and optimization services according to specific enterprise needs to achieve optimal business value.

Learn More

Explore how DeepMiner Domain Specific Models can provide professional AI solutions for your business