Qingli Li

As a Senior Applied Scientist at AWS Networking's Network Capacity organization, I lead a team focused on advanced forecasting solutions for data center planning. In past two years our team rebuild the entire forecasting services by replacing the rule-based approach with state-of-art ML algorithms including time series forecasting algorithm, quantile regression approach for cold-start scenarios as well as variety of anomaly detection techniques. Since Nov 2024 I started a project that solves network rack/device placement optimization problem. A new project coming to me in 2025 to predict network link failure using Graph Neural Network.

Drove innovation on big data analytics platform, providing insights for critical decision-making throughout the company by processing and analyzing tera-bytes data each day.

Lead and focus on web analytics on big data platform, ie, Google Cloud, Hadoop/Hive with extended technology such as Tableau, MS SQL server, MySQL etc