(The following topics include but are not limited to)
Topic 1: Data Science
Data cleaning and preprocessing
Data Warehouse and ETL
Data visualization technology
Big data processing framework
Data mining methods
Time series analysis
High dimensional data analysis
Data Quality Management
Topic 2: Machine Learning
Supervised learning algorithm
Unsupervised and Semi Supervised Learning
Integrated learning method
Deep learning models
Application of reinforcement learning
Transfer learning technology
Model evaluation and selection
Explainable machine learning
Topic 3: Business Intelligence
Business Intelligence Architecture
Data analysis platform
decision support system
Data driven marketing
Customer behavior analysis
Business forecasting modeling
Performance Management Dashboard
BI industry application cases