* (Must have) Proficient in one of API hosting frameworks including FastAPI, Django, Flask API.
* (Must have) In-depth understanding and hands-on experience in optimizing Python code, such as how to optimize data frame operation, what is the fastest way to read in large volume of csv data, how to cache the intermediate calculation results to speed up reusage, etc.
* (Must have) Proficient hands-on experience in building end-to-end Machine Learning models, especially XGBoost, lightGBM, FullyConnected Neural Network, Seq2Seq, Transformer type of models, etc.
* (Nice to have) In-depth understanding of MLOps, especially for metadata lineage and CI/CD.
Please note that not looking for Business Analyst, Traditional Data Analyst, BI, etc.