Big Data Analytics and AI / Machine Learning with Python Coding / Programming (Beginner to Intermediate) Course Plan:
(1hr)
Section 1 - Python Basics
o Your first program
o Types
o Expressions and Variables
o String Operations
(1hr)
Section 2 - Python Data Structures
o Lists, Tuples and Arrays
o Sets
(2hr)
Section 3 - Python Programming Fundamentals
o Conditions and Branching
o Loops
o Functions
(2hr)
Section 4 - Data Manipulation with Numpy
o Data Types
o Array Manipulation
(2hr)
Section 5 - Data Processing with Pandas
o Reading files with open
o Writing files with open
o Loading data with Pandas
o Learn to connect to SQL database
o Working with and Saving data with Pandas
(2hr)
Section 6 - Graphs and Data Visualization in Matplotlib
o Plotting Graphs
(2hr)
Section 7 - Data Science: Statistical Analysis
o Prediction with statistics
(3hr)
Section 8 - Data Science: Real Life Example
o Analyse data with in real life scenarios