کارگاه آموزشی تحلیل داده و یادگیری ماشین با زبان برنامه نویسی پایتون

Python

  1. Data types
  2. Numbers
  3. Strings
  4. Printing
  5. Lists
  6. Dictionaries
  7. Booleans
  8. Tuples
  9. Sets
  10. Comparison Operators
  11. if, elif, else Statements
  12. for Loops
  13. while Loops
  14. range
  15. list comprehension
  16. functions
  17. lambda expressions
  18. map
  19. filter
  20. Read Files

 

 

Data analysis

  1. Numpy
  2. Pandas

 

Data visualization

  1. Matplotlib
  2. Seaborn

 

Machine learning in Spark

  1.  Introduction of Machine Learning
  2. Dataset Definition
  3. Preprocessing Problems
  4. Classification
  5. Evaluation Methods
  6. Regression
  7. Clustering
  8. Association Rule Mining