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。
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输入
- 课程详情
- 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.
- 教育程度
- 专业
- 课程时长
- 8 周
- 交付方式
- 线上
- 学科领域
- 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.