Python for Data Science

What is Data Science?


Data science combines multiple fields, including statistics, scientific methods, artificial intelligence (AI), and data analysis, to extract value from data. Those who practice data science are called data scientists, and they combine a range of skills to analyze data collected from the web, smartphones, customers, sensors, and other sources to derive actionable insights.(https://www.oracle.com/ph/data-science/what-is-data-science/)

Topics

  • Review of basic Python
    • Data types
    • Numbers
    • Strings
    • Printing
    • Lists
    • Dictionaries
    • Booleans
    • Tuples
    • Sets
  • Comparison Operators
  • if, elif, else Statements
  • for Loops
  • while Loops
  • range()
  • list comprehension
  • functions
  • lambda expressions
  • map and filter
  • methods

Python Libraries

  • NumPy
  • SciPy
  • Pandas
  • Seaborn
  • Scikit-Learn
  • MatplotLib
  • Plotly
  • PySpark