About Me

Hi! I'm Mingyang (Elias), a software engineer and startup co-founder with a finance background from Embry Riddle Aeronautical University and SKEMA Business School. I combine technical skills with financial knowledge to build AI/ML systems and quantitative trading tools.

Over the past few years, I've co-founded startups and led engineering teams (up to 5 engineers), taking full responsibility for technical decisions and delivery. My experience includes collaborating closely with product managers, CEOs, and business stakeholders to ship production systems at scale.

As a team lead, I'm committed to being diligent and responsible: conducting daily standups, thorough code reviews, 1-on-1s, and mentoring junior engineers. I've worked with a 5-person team in Beijing building AI education platforms (0 to 50K+ MAU), co-founded a travel tech startup with remote teams, and collaborated with managers to deliver enterprise SaaS products.

I enjoy tackling problems at the intersection of ML and finance, leveraging my finance background to design quantitative strategies. I've built backtesting engines, deployed NLP models, and architected microservices. I'm realistic about limitations—backtesting performance doesn't always translate to live trading, and I'm still figuring out what works in real markets.

My approach is to take ownership, work diligently, collaborate effectively with managers and stakeholders, and deliver quality results. I believe in thorough testing, comprehensive monitoring, and responsible decision-making. While I've had successes, I'm far from having all the answers—I make mistakes, debug issues late into the night, and constantly learn from failures.

When I'm not coding, you'll find me studying quantitative finance papers, exploring open source projects, and experimenting with new ML/trading tools. My finance education helps me understand market dynamics, risk management, and portfolio theory—knowledge I apply when building financial systems.

Experience

Co-founder & Lead Engineer

Stealth Fintech StartupRemote / Beijing

Sep 2024 - Present
  • Co-founded fintech startup building AI-powered trading infrastructure, leveraging finance background from Embry Riddle to design quantitative research tools
  • Leading team of 2-3 engineers with diligent focus on code quality, daily standups, sprint planning, and collaborative problem-solving
  • Collaborating closely with business stakeholders and advisors on product roadmap, risk management, and compliance requirements
  • Built backtesting engine processing historical tick data across multiple instruments, taking full ownership and responsibility for data accuracy
  • Leading full-stack development: Next.js 16 frontend, FastAPI microservices, PostgreSQL/Redis backend serving real-time market data with 99.5% uptime
  • Developed ML pipeline with PyTorch for alpha signal generation, showing promising results in backtests (still optimizing for real trading)
  • Managing infrastructure responsibly: AWS EC2/RDS, Docker containerization, GitHub Actions CI/CD with comprehensive monitoring and alerting
PythonFastAPINext.jsReactPyTorchPostgreSQLRedisAWSDockerKubernetesTypeScript

Technical Lead & Senior Engineer

ZhiHui BianJie (Beijing) Technology Co., Ltd.Beijing, China

May 2023 - Aug 2024
  • Led team of 5 engineers building AI-powered education platform from 0 to 50K+ monthly active users, taking full responsibility for technical decisions and delivery
  • Collaborated closely with product managers, CEO, and stakeholders on feature prioritization, sprint planning, and cross-functional alignment
  • Diligently managed team operations: daily standups, code reviews, 1-on-1s, performance evaluations, ensuring high code quality and team morale
  • Architected microservices system: 6 FastAPI services, PostgreSQL 15 (5M+ records), React 18 admin dashboard, Redis caching layer reducing DB load by 65%
  • Deployed BERT-based NLP models (110M parameters) for Chinese text classification achieving 91.2% F1 score, optimized inference from 450ms to 280ms with ONNX
  • Built production ETL infrastructure with Apache Airflow processing 100K+ daily records from 5+ sources, implemented CDC for real-time data sync
  • Established DevOps culture: GitHub Actions CI/CD (2hrs → 20min deployment), Prometheus/Grafana monitoring (30+ metrics), <5min incident detection
  • Mentored 3 junior engineers on ML model deployment, code review practices, and production debugging; conducted weekly technical talks on system architecture
  • Responsibly handled critical production issues with 24/7 on-call rotation: database query optimization (3s → 180ms), memory leak resolution, load balancer config
Python 3.11FastAPIPyTorchTransformersPostgreSQLReactTypeScriptDockerAWSGitHub ActionsPrometheusGrafanaApache AirflowRedisONNX

Full-Stack Engineer & Technical Co-founder

Travel Tech Startup (Stealth)France / Remote

Jan 2022 - Jul 2024
  • Co-founded travel recommendation platform as technical co-founder, taking full ownership and responsibility for entire technical stack
  • Led and managed remote team of 2 engineers with diligent focus on deliverables, established code review process, Git workflow, and documentation standards
  • Collaborated with co-founders, investors, and business advisors on strategic direction, fundraising materials, and go-to-market strategy
  • Built full-stack application: React frontend, 6 FastAPI microservices, PostgreSQL database (2M+ user interactions), deployed on AWS with auto-scaling
  • Developed hybrid ML recommendation engine combining collaborative filtering (ALS), LightGBM ranking (0.78 NDCG@10), and content-based filtering
  • Integrated 3 external APIs (Expedia, Amadeus, proprietary data) handling 50K+ hotels, 200K+ flights; implemented Redis caching reducing latency by 30%
  • Led product development responsibly: conducted 12 user research sessions, prioritized features, ran A/B tests measuring 20% engagement improvement
  • Achieved product-market fit with 10K+ daily recommendations, conversion rate increased 15%, average session time improved from 8.2min to 9.8min
PythonFastAPIReactTypeScriptLightGBMscikit-learnPostgreSQLRedisAWS EC2DockerNGINX

Founding Engineer (Contract)

Enterprise SaaS PlatformRemote

Jan 2023 - Apr 2023
  • Joined as first engineering hire for B2B SaaS startup, collaborating directly with CEO and product manager to build MVP from scratch
  • Took full ownership and responsibility for technical architecture, deployment, and maintenance serving 20+ enterprise clients
  • Diligently delivered on aggressive timelines: shipped MVP in 3 months with weekly demos to stakeholders and incorporated feedback responsibly
  • Architected multi-tenant SaaS platform: Next.js dashboard, FastAPI backend, PostgreSQL with row-level security, Stripe payment integration
  • Implemented role-based access control (RBAC) with 5 permission levels, audit logging, and GDPR compliance features with meticulous attention to security
  • Built real-time analytics dashboard with WebSocket updates, processing 100K+ events daily, visualizing business metrics with Recharts
  • Deployed on AWS: ECS Fargate for containers, RDS for database, CloudFront CDN, achieving 99.9% uptime through diligent monitoring and optimization
  • Established technical documentation, API specs (OpenAPI 3.0), and onboarding guides for future engineering hires, ensuring smooth knowledge transfer
Next.jsTypeScriptFastAPIPostgreSQLRedisAWS ECSDockerStripe APIWebSocket

Skills & Technologies

Programming Languages

Python
expert
TypeScript
expert
JavaScript
expert
C++
advanced
SQL
expert
R
advanced

Frameworks & Libraries

React
expert
Next.js
expert
Node.js
expert
FastAPI
expert
Django
advanced
PyTorch
advanced
TensorFlow
advanced
Pandas
expert
NumPy
expert

Databases

PostgreSQL
expert
Redis
advanced
MongoDB
advanced
TimescaleDB
advanced
ClickHouse
intermediate

Quantitative Finance

Quantitative Trading
expert
Portfolio Optimization
expert
Risk Management
expert
Derivatives Pricing
advanced
Algorithmic Trading
expert
Market Microstructure
advanced
Statistical Arbitrage
advanced
Time Series Analysis
expert

Tools & Technologies

Git
expert
Docker
expert
Kubernetes
advanced
Apache Kafka
advanced
Apache Airflow
advanced
Grafana
intermediate

Cloud Platforms

AWS
advanced
GCP
intermediate
Azure
intermediate

Let's Work Together

Interested in collaborating on quantitative finance or full-stack projects?

Get in Touch