1. AI service development
- Build AI microservice by leveraging PyTorch, Scikit-learn, OpenCV, Django, and gRPC.
- Enhance broadcast football scoreboard recognition model.
Finetune wedding video action recognition model.
- Customize article-music retrieval model for music recommendation.
- Provide PoC and assessment via studying papers and modifying existing models.
2. Advertising data engineering and analysis
- Build data pipeline by GCP products, such as HTTP Load Balancing, Cloud Storage, Dataflow, and BigQuery to collect and storing advertising tracking data.
- Present data statistics and visualization by Django admin, Metabase, and Google Data Studio.
- Optimize advertising metrics by tree-based models and A/B test.
- Automate advertising operation, reporting, and anomaly detection by python scripting.