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

esalguero  updated a model 12 days ago
ParallelLLC/FREDML
esalguero  published a model 18 days ago
ParallelLLC/FREDML
esalguero  updated a model 20 days ago
ParallelLLC/algorithmic_trading
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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

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