Deep Decision® LSM, World State, and LLM
Welcome to the Deep Decision® LSM (Large Signal Models) Developer Center!
The Deep Decision® platform, through its World State awareness, deep topology segmentation, and LLM integration, can create LSM to answer your business problems with minimal development effort.
What is an LSM?
- Stands for Large Signal Models
- An AI solution that uncovers latent relationships within signal data such as payment transactions.
- Generates human-readable reports from traditional data sources.
- Creates multi-models capable of analyzing business problems from multiple dimensions.
- Automatically enriches and transforms a data stream with relevant external data.
Why use an LSM?
- Well suited for a regulatory setting.
- Developed from the ground up to use signal data.
- Surfaces latent relationships within signal data difficult to detect by other means.
- Turns a data lake into a highly usable knowledge graph.
- Accelerates AI model development through automation.
How to use an LSM?
- Automated data analysis
- Rapid AI product design/build
- Monitoring events/models
- Intelligent reporting
- Knowledge retrieval
- Information enrichment
LLM
- Stands for Large Language Model
- Deep Decision®'s LLM is fine-tuned for a variety of signal problems.
- Response from Deep Decision®'s LLM are designed to be used in a regulated environment.
World State
Enables your models to leverage pan-network signals on fraud and payment tends
Provides contextual signals to improve model performance and interpretation.
World state includes:
- Pan-Network signals.
- Daily data feeds on events impactful to a broad set of use cases.
- Psychographic surveys focus on decision-making.
- Optimal parameterizations based on pan-industry experience
- And more
Synthetic Data Generation
- Creates accurate synthetic data with no privacy concerns.
- Mimics complex, latent relationships found within the dataset not mimicked by other techniques.
Multi-Models
Generates semi-supervised models based on a LSM.- Enables rapid AI product development by non-technical staff
- Can augment or replace older models
- Multi-models can be generated in real-time as need arises.
Topology Mapping
The topology mapping is a structured representation of LSM results that highlights relationships between different points within a dataset. It can:- Twin based on latent characteristics.
- Detect drift of individuals and groups.
- Find closest neighbors to a target record.
Embeddings
- World state embeddings: enrich your data with real-time embeddings from our signals data.
- Feature Embeddings: create custom models utilizing LSM embeddings.
Pre-Trained LSMs
Utilize a pre-trained LSM to answer your business question. Currently only one is in production.- Generate a psychographic profile just based on shopping patterns.
Use Cases for Deep Decision®
- Automated Multi-Model creation
- Synthetic data generation
- Customer Segmentation and psychographics profiling
- Automated Risk Modeling
- Automated Analysis Reports
- Emerging Trends Detection
- Behavior Drift
- What-if scenarios and Simulations
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