Design and tuning ML and mathematical models
Model performance analysis and issue inspection
Research on ML in advertisement field
Language: technical discussion in Chinese or English
Good at mathematics and familiar with some advanced applied mathematical topics: Functional Optimization, Matrix Calculus, Stochastic Process, Information Theory, Stochastic Calculus, Bayesian Statistics, Controlling Theory, Optimization Theory etc.
General knowledge of ML
General knowledge of Statistics
Familiar with some ML tools and API in Python, R, or Matlab
Basic coding skills
Experience in model design and model tuning
Experience in experiment design
Experience in simulation
Familiar with basic CS algorithm
Familiar with ML tools: tensorflow, keras, pytorch, pandas, scikit-Learn, matplotlib, scipy, numpy, etc.
Familiar with Docker, Linux, and Kibana