The total duration of the bootcamp is four weeks &12 class hours;. In the first week, the mentor communicates with the students online, assigns tasks related to software learning, and guides the students to use SQL, Python, Tableau and other data analysis and visualization tools; in the second week, the mentor will conduct training based on the students' situation. Checking and filling gaps in knowledge points and improving skills; each week from the third to fourth weeks will provide students with a unique data analysis case and provide data. The utilization methods include: descriptive and predictive data analysis, A/B Testing, and logistic regression. , machine learning, etc., and finally submit three data analysis project research reports.
1
Intro to Big Data & Data Analytics
2
Key Technical Skills Overview: Python/SQL/Tableau for Analytics
考察:Technical coding skills/knowledge
授课2小时; 学习4小时
3
Data Analytics and Visualization Project1 Retention Analysis for Cycling Accessories or Customer Analysis for Purchasing Behaviors and Trends
考察:Python for data analytics and visualization
授课3小时; 学习4小时
4
End-to-end A/B Testing Case Project2: E-Commerce Marketing Campaign Strategy: an A/B Test to Increase Consumer Monetization
考察:Statistical hypothesis testing; product sense
授课3小时; 学习2小时
5
Project3: ML modeling projects or Tableau story telling
考察:ML modeling, Tableau hands-on training
授课3小时; 学习5小时