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Data Science Leader

Hi, I'm Christopher

Data science leader and technical architect with a track record of transforming complex challenges into production-ready AI solutions.

From building educational platforms that improve student outcomes to developing mission-critical defense systems, I bring a unique blend of technical depth and strategic thinking. My journey spans EdTech, FinTech, and Defense - architecting systems serving thousands of users and delivering measurable business impact.

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Technical Expertise

Full-stack capabilities from ML engineering to cloud architecture, with a focus on shipping production systems.

Machine Learning & AI

Building production ML systems that solve real-world problems

LLM Integration
GPT-4, Azure OpenAI, Prompt Engineering, RAG Systems
Computer Vision
YOLO Object Detection, Synthetic Data Generation
NLP & Text Analytics
Document Processing, Semantic Search, Clustering
Predictive Analytics
Time-series Forecasting, Random Forest
Production ML
Model Deployment, A/B Testing, Monitoring
Deep Learning
PyTorch, TensorFlow, Neural Architecture

Data Engineering & Architecture

Designing scalable data systems from concept to production

Cloud Data Platforms
Google BigQuery, Cloud SQL, AWS Services
Database Systems
PostgreSQL, SQLite, ChromaDB (Vector)
ETL Pipelines
Real-time Processing, Batch Operations
Data Architecture
Microservices, Event-driven Systems
Analytics Platforms
Dash/Plotly, Interactive Visualizations
Legacy Integration
COBOL Systems, Mainframe Processing

Full-Stack Development

End-to-end development from backend APIs to interactive frontends

Languages
Python, Rust, Go, TypeScript, SQL
Backend
FastAPI, Actix-web, Flask, REST APIs
Frontend
React, Next.js, TypeScript, TailwindCSS
Infrastructure
Docker, Cloud Run, CI/CD, Kubernetes
Authentication
JWT, OAuth2, LTI Integration
Performance
Optimization, Caching, Scaling Strategies

Leadership & Strategy

Driving technical excellence and business outcomes

Technical Leadership
Architecture Design, Technology Selection
Cross-functional
Stakeholder Management, Requirements
Project Management
Agile Development, Resource Planning
Data Governance
FERPA Compliance, Security Frameworks
Business Impact
ROI Analysis, Cost Optimization
Innovation
R&D Leadership, POC to Production

Experience

A track record of delivering impactful AI solutions across education, defense, and financial services.

Founder & Technical Architect

Design X Factor

2024 - Present

AI-Powered Educational Content Platform (Learning Transformer)

  • Architected full-stack ML platform migrating from Go POC to Rust production system
  • Implemented advanced LLM orchestration using GPT-4o-mini for educational content
  • Built multi-modal AI pipeline generating slideshows, podcasts, and quizzes
  • Scaled platform from single institution POC to multi-tenant SaaS

Electrical Code Learning Platform (VoltVault)

  • Implemented NLP pipeline processing NFPA-70 electrical code with AWS Textract
  • Developed semantic search system using ChromaDB vector embeddings
  • Built automated question generation system using GPT-4

Senior Data Scientist & ML Engineer

Adtalem Global Education

2023 - Present

AI-Powered Tutoring System

  • Led architectural transformation from Python POC to production Rust microservices
  • Built comprehensive analytics pipeline using BigQuery and pandas
  • Implemented NLP clustering system using TF-IDF and K-means
  • Created real-time recommendation engine with Azure OpenAI GPT-4

Veterinary Education Analytics Platform

  • Architected end-to-end ML pipeline using Azure OpenAI GPT-4
  • Built automated web scraping system using Python/Selenium
  • Developed interactive dashboard using Dash/Plotly and BigQuery

Senior Data Scientist

Quest Defense

2022 - 2023

Mission-Critical Defense Analytics

  • Led development of 3 mission-critical defense projects
  • Developed Random Forest model for predictive parts inventory
  • Trained custom YOLO model on synthetic Unreal Engine graphics
  • Received Employee of the Quarter recognition

Data Scientist

The Strawhecker Group

2020 - 2022

Payment Industry Analytics Platform

  • Managed stakeholder relationships with payment industry executives
  • Built Random Forest model generating synthetic payment database
  • Developed multiple RNN architectures for time-series prediction
  • Led end-to-end ML pipeline with Kubernetes and BigQuery

Let's Build Something Together

I'm always interested in discussing new projects, creative ideas, or opportunities to be part of your vision.

Send Me an Email
ChristopherSanchez.dev

Data scientist & ML engineer sharing insights on machine learning, software development, and building production AI systems.

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