8-week intro to data science course
Instructors and bootcamp creators get a logically sequenced course skeleton with weekly deliverables and a capstone.
입력 및 출력 미리보기
입력
- 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
출력 (발췌)
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.