About Deepsolute
Deepsolute LLC specializes in cutting-edge deep learning optimization, with particular expertise in time series foundation models (TSFMs), sparse attention mechanisms, and low-latency sequence processing.
Led by Timothy Fox, with over 15 years of experience in AI/ML research and development, we bring deep technical expertise and practical solutions to complex machine learning challenges.
Products & Research
Time Series Foundation Models (TSFMs)
Expertise in developing and optimizing foundation models specifically designed for time series data, enabling breakthrough performance in forecasting, anomaly detection, and pattern recognition.
Sparse Attention Mechanisms
Advanced implementations of sparse attention architectures that dramatically reduce computational complexity while maintaining model performance, enabling efficient processing of long sequences.
Open Source Contributions
Active contributor to the machine learning community. Check out our work on the MA-Transformer project, featuring innovative approaches to transformer architectures for time series analysis.
Services
Deepsolute LLC offers specialized consulting services in deep learning optimization, with a focus on:
- Low-Latency Model Optimization - Reducing inference time and improving throughput for production ML systems
- Sequence Processing & Time Series - Custom solutions for temporal data analysis and forecasting
- Attention Mechanism Design - Implementing efficient attention patterns for transformer-based models
- Model Architecture Consulting - Expert guidance on neural network design and optimization strategies
- Research & Development - Collaborative innovation on cutting-edge ML techniques
We are currently accepting consulting engagements. Whether you need to optimize existing models, design new architectures, or solve complex ML challenges, we can help.
Contact
Deepsolute LLC
Timothy Fox, Principal
1530 PB Ln F4201
Wichita Falls, TX 76302
Email: contact@deepsolute.com