nnct2904 / python-beginners-course-r1

Python-Beginners-Course

This is a series of notebooks to learn/practice Python Programming Language and basics of Machine learning for beginners,.

Including:

• Write simple program in Python
• Packages and how to manage Projects
• Jupyter Notebooks Basics
• Python basics:
  • Boolean types
  • Strings
  • Mathematical operations
  • Lists and loops
  • Dictionaries
  • Functions
  • Error checking
• Machine Learning basics:
  • Implement simple models
  • Data processing and refinement
  • Linear Regression
  • Classification
  • Model Perfomance Validation

Class Schedules:

• Week 1:
  • Session 1: Units 01, 02, 03
  • Session 2: Units 04, 05, 06
• Week 2:
  • Session 3: Units 07, 08, 09
  • Session 4: Units 10, 11
• Week 3:
  • Session 5: Units 12, 13, 14
  • Session 6: Units 15, 16
• Week 4:
  • Session 7: Units 17, 18