
AI & ML interests
Natural Language Processing & LLM Safety • Legislative text summarization & classification • Multilingual policy translation • Adversarial red-teaming & bias audits Reinforcement Learning for Autonomous Systems • Agentic data-pipeline self-tuning • RL-based trading-strategy optimization • Simulation-driven policy iteration Time-Series Forecasting & Sensor Fusion • Predictive maintenance on 1,200+ IoT sensors • High-frequency market-trend prediction • Hybrid statistical-deep models Financial Modeling & Algorithmic Trading • Multi-asset risk analytics • Serverless muni-bond data APIs • Synthetic-scenario stress testing Multimodal Computer Vision • Radar-camera fusion object detection • Edge situational-awareness for defense & law enforcement • Real-time CV pipelines Recommendation Systems & Personalization • Netflix-style media profiling • B2B influencer-matching engine • Graph-based news ranking Graph Machine Learning • Policy-influence knowledge graphs • Supply-chain risk propagation analysis • Graph neural networks with PyG Generative Modeling & Synthetic Data • Synthetic time-series & text generation • Data augmentation cutting training time 40 % • Text-to-code assistants Privacy-Preserving & Federated ML • Static-analysis–driven privacy compliance • Edge federated learning on distributed sensors • Differential-privacy safeguards MLOps & Cloud-Native Pipelines • Spark/Airflow/dbt CI/CD automation • AWS EKS + Lambda cost optimization (-35 %) • Auto-retrain & model monitoring Causal Inference & Policy Analytics • Tariff price-elasticity modeling • Workforce-layoff impact assessment • Experiment-driven decision support AI Governance & Ethics • Model-risk management frameworks • Explainability & FAIR compliance • DoD & financial-sector audit readiness
Recent Activity
Parallel LLC
Data-driven consulting, technology & managed services
We help organizations leverage AI and advanced analytics to accelerate decision-making, cut costs, and stay competitive.
📍 Fast Facts
Item | Detail |
---|---|
Founded | 2022 |
Headquarters | Reston, Virginia, USA |
Founder & CEO | Edwin Salguero |
Ownership | Minority-Owned Small Business |
Website | parallelllc.com |
🚀 What We Do
1. Consulting
- Data engineering & modern data stack design
- AI/ML solution architecture and model governance
- Digital transformation, automation, and ROI road-mapping
- Data governance, privacy, and regulatory compliance
2. Technology Solutions
- Cloud-native platforms (AWS, Azure, GCP)
- Streaming & batch pipelines (Spark, Kafka, dbt, Airflow)
- Curated data products and APIs
- Secure MLOps / DevOps frameworks
3. Managed Services
- 24×7 operation of data platforms and ML models
- CI/CD, model retraining, and performance monitoring
- SLA-driven support for analytics workloads
💡 Why Parallel
Differentiator | What it means for you |
---|---|
Human-centric, outcome-first | We frame every engagement around real business value, not just tech outputs. |
Full-stack expertise | Strategy → Build → Run under one roof, eliminating hand-offs and re-work. |
Proven in multiple sectors | Defense, capital markets, state & federal, and public-interest organizations. |
Performance-based delivery | Engagements tied to measurable KPIs and cost-savings milestones. |
🤝 Let’s Connect
- Email:
[email protected]