Shanghai, Shanghai, China
48 days ago
数据科学家
Job Requirements

Programming Language: Python

Database Knowledge: SQL/NoSQL

Machine Learning and Statistical Analysis

Machine - Learning Algorithms: Understand common ML algorithms like linear/logistic regression, decision trees, random forests, SVMs, and neural networks. Pick the right one for sales forecasting and demand analysis.

Time - Series Analysis: Be familiar with ARIMA, SARIMA, Prophet for time - series sales data modeling and forecasting.

Statistical Methods: Have a good stats base. Know about probability, hypothesis testing, regression, and clustering for data exploration and model work.

Big Data Technologies

Hadoop Ecosystem: Understand Hadoop parts like HDFS, MapReduce, Hive, Spark to process large - scale retail data.

Cloud Computing Platforms: Be familiar with cloud services like Ali Clound, AWS, GCP, Azure, for data storage, computing, and model deployment.

 

 

Previous working experience in Sales & Operations Planning (S&OP) related solution development in retail (FMCG) field is preferred but not mandatory.

 



Work Experience

Programming Language: Python

Database Knowledge: SQL/NoSQL

Machine Learning and Statistical Analysis



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