AI & Data Science

Course Outline


Scheduled WeekModule TitleLearning Units 
Week 1Introduction  Introduction to Artificial Intelligence A brief history of AI terminology State of the art techniques Lab Installation for python language

Data Science:

  1. Introduction to Python
  2. Data Pre-Processing Techniques
  3. Introduction to basic Python syntax and structure
  4. K-Mean Clustering (Solved Example)
  5. Implementation of K Mean in Python
  6. KNN Clustering (Solved Example)
  7. Implementation of KNN in Python
  8. Decision Tree (Solved Example)
  9. Implementation of Decision Tree in Python
  10. Time Series Analysis implementation in Python
  11. Regression (Solved with example)
  12. Regression implementation in Python
  13. Logistic Regression Implementation in Python