1. Introduction  
2. Observation and data  
3. Convolutional neural network for stellar parameterization  
4. Catalog of stellar parameters & Li abundances  
5. Validation of CNN predictions  
6. Constraining the chemical evolution of lithium in the Milky Way  
7. Summary and future prospects  