Online Course:

24 Hours

چهارشنبه، پنج شنبه، جمعه (6 الي 8) چهارشنبه، پنج شنبه، جمعه (13 الي 15) پنج شنبه و جمعه (21 و 22 اسفند)

Intro to Data Science

• History of Data Science
• Data Science Elements (Programming, Math, Statistics, Visualization, Data Tech…)
• Applications of Data Science in Oil & Gas
• Overview of 4.0 Industrial Revolution

What is Python?

• Python History and Versions
• Documentation and Resources

Introduction to Programming

• Getting Python
• Anaconda Distribution
• Jupyter Notebook Fundamentals
• Writing First Program (“Hello World”)
• Hands-on Exercise

Python Data Types

• Identifiers
• Naming Conventions
• Keywords and Built-ins
• Strings
• Unicode Strings
• String Functions
• Formatting Strings
• Numbers
• Capturing Input and Handling Data Conversion
• Booleans
• Data Structures: Sequences, Sets, and Dictionaries
• Functions
• Files
• Classes
• Checking Data Types
• Hands-on Exercise

Working with Data Structures

• Sequences
• Lists
• List Operations
• The range() and xrange () Functions
• Tuples
• Looping through Sequences
• Slicing Sequences
• Comparing Sequences
• Dictionaries
• Dictionary Operations
• Sets
  • Hands-on Exercise

Working with Modules

• What is a Module?
• Importing Modules
• Packages
• Python Standard Modules
• dir() and help()
• Installing and Upgrading Modules with pip/conda
• Hands-on Exercise

Program Structure

• Statements
• Comments
• Indentation
• Operators
• If Statements
• Evaluating Variables
• While Loops
• For Loops
• Pass
• And, Or, and Not
• Hands-on Exercise

Functions

• Introduction to Functions
• Function Parameters and Default Arguments
• Positional vs. Named Notation
• Passing by Value vs. Reference
• Unpacking Positional Arguments
• Unpacking Named Arguments
• Returning Data from Functions
• Function Variable Scope
• Global, globals(), and locals()
• Documentation Strings in Functions
• Hands-on Exercise

Basic Built-in Modules/Libraries in Python

• Python Date
• Python Math
• Final Hands-on Project