8 周数据科学入门课程
讲师和训练营创建者可获得一份逻辑顺畅的课程框架,附带每周交付成果和结业项目。
查看输入和输出预览
输入
- Course Info
- An 8-week online course introducing data science to working professionals with basic spreadsheet skills but no coding background. Cover Python fundamentals, data cleaning with pandas, visualization, and an intro to machine learning. Outcome: learners complete a capstone analyzing a real dataset.
- Education Level
- Professional
- Duration
- 8 Weeks
- Delivery
- Online
- Subject Area
- Data Science
输出(节选)
Course Outline: Data Science for Professionals (8 Weeks, Online) Week 1: Why data science + setting up Python and Jupyter. Week 2: Python essentials - variables, lists, functions. Week 3: Working with data using pandas. Week 4: Cleaning messy real-world data. Week 5: Visualization with matplotlib & seaborn. Week 6: Intro to statistics for analysis. Week 7: First machine learning model (regression). Week 8: Capstone - analyze a dataset and present findings. Each week: 1 lecture, 1 hands-on lab, 1 quiz.