AI FOUNDATION COURSE

FOUNDATION COURSE DURATION- 90 DAYS

Introduction to Programming in Python

-Concepts of programming

- variable names and properties

- functions

- input and output

- control flow: conditional statements, loops

- collections: list, tuple, dictionary

Intermediate Python Programming

- Algorithms (sorting and searching)

- Functions

- Modules

- Python libraries: numpy, matplotlib

Advanced Python

- Algorithms (divide and conquer, greedy)

- Object Oriented Python

- Performance Analysis

- Write your own modules

Algorithms and Data Structures

- Timing analysis

- Divide and Conquer, Greedy and Dynamic Programming

- Graph algorithms

- Arrays and trees

- Network Flows

- NP-Completeness

Data Science and AI

- Pandas: basic and advanced operations

- Data cleaning and EDA

- Visualization: principles, libraries and applications

Classification: Algorithms and implementations

- KNN

- Decision Trees

- SVM

Implementation using SciKit Learn

Evaluation metrics