Python for Scientific Computing

Unit 1

• Basic Elements of Python
• Branching
• Looping
• Strings and Input
• Iteration
• Functions
• Recursion
• Global Variables
• Modules
• Files
• Structured Objects
• Mutability:
  • Strings
  • Tuples
  • Lists
  • Sets
  • Dictionaries
• Functions as Objects
• Mutability and Higher-Order Functions

Unit 2

• Object-Oriented Programming
• Abstract Data Types and Classes
• Encapsulation and Information Hiding
• Simple Algorithms and Data Structures
• Regular Expressions (REs)
• Networking
• Multithreading in Python

Unit 3

• Array Computing and Curve Plotting
• Vectors and Higher-Dimensional Arrays
• Matrices
• NumPy
• SciPy and Matplotlib
• Plotting using PyLab
• Chat Application
• Graphics and GUI Programming
  • Drawing using Turtle
  • Tkinter

Unit 4

• Python Pandas
  • Data Alignment
  • Aggregation
  • Summarization
  • Computation and Analysis with Pandas
• Scientific Computation using Python
  • Statistical Data Analysis
  • Image Processing
• Basics of Web Development
  • Introduction to Flask Framework
  • Introduction to TensorFlow