Our Technology
FedEdge.net combines cutting-edge technologies to deliver private, decentralized AI intelligence.
Large Language Models (LLMs)
LLMs are AI systems trained on vast amounts of text data to understand and generate human-like language.
FedEdge.net uses specialized LLMs fine-tuned for financial analysis and market understanding.
Key Benefits
- ✓ Natural language understanding of news and reports
- ✓ Summarization of complex financial documents
- ✓ Context-aware market analysis
Federated Learning
Federated Learning allows AI models to improve collaboratively without sharing raw data.
Instead of sending your data to a central server, your device shares only model improvements (gradients).
Privacy Benefits
- ✓ Your trading data stays private
- ✓ Only mathematical model updates are shared
- ✓ Updates are cryptographically secured
PEFT/LoRA Techniques
Parameter-Efficient Fine-Tuning (PEFT) and Low-Rank Adaptation (LoRA) allow us to efficiently customize models.
These techniques enable personalization without requiring massive computing resources.
Efficiency Gains
- ✓ 90%+ reduction in training compute
- ✓ Faster model personalization
- ✓ Smaller update sizes for federated learning
Edge Computing
Edge computing brings computation and data storage closer to the source of data.
FedEdge.net runs entirely on your device, eliminating cloud dependencies and latency.
Advantages
- ✓ Real-time processing without network delays
- ✓ Works offline when needed
- ✓ No single point of failure