Full StackFeatured
AI Education Platform
Microservices system for learning
FastAPIPyTorchMicroservicesReactProduction
Performance Metrics
Team Size
5 engineers
Duration
15 months
Type
Professional work
Overview
Professional work at ZhiHui BianJie (Beijing) Technology Co., Ltd. (May 2023 - Aug 2024):
**Team & Role**:
- Worked with 5-person engineering team
- Contributed to architecture, ML models, and backend services
- Learned technical leadership through doing
**Technical Contributions**:
- Built microservices with FastAPI and PostgreSQL
- Deployed BERT-based Chinese text classification models
- Set up CI/CD with GitHub Actions and Docker
- Implemented monitoring with Prometheus and Grafana
- Optimized inference latency through quantization and ONNX
- Built Redis caching layer for frequently accessed data
**What I Learned**:
- Production ML deployment challenges
- Database optimization (learned the hard way when queries slowed down)
- Monitoring and incident response
- Working with a team vs. solo projects
**Limitations**: Cannot share specific metrics or code due to company confidentiality. Descriptions based on my contributions, not claiming sole responsibility.
Technologies Used
PythonFastAPIPyTorchTransformersPostgreSQLReactDockerAWSRedisONNX
Project Timeline
May 2023 - August 2024