Course curriculum

  • 1

    Introduction to Artificial Intelligence

    • What is AI?

    • The History of AI

    • Different Types of AI

    • AI vs. Machine Learning vs. Deep Learning

    • Quiz
  • 2

    Basics of Python for AI

    • Python Basics

    • Installing python

    • Python Data Structures

    • Control Flow in Python

    • Functions in Python

    • Modules and Packages

    • Introduction to NumPy

    • Introduction to Pandas

    • Introduction to Matplotlib

    • Quiz
  • 3

    Introduction to Machine Learning

    • Understanding Machine Learning

    • Regression

    • Classification

    • Clustering

    • Dimensionality Reduction

    • Overfitting, Underfitting, and Model Selection

    • Quiz
  • 4

    Deep Learning Fundamentals

    • Introduction to Neural Networks

    • Types of Neural Networks

    • Neural Network Components

    • Activation Functions and Cost Functions

    • Backpropagation and Gradient Descent

    • Regularization Techniques (Dropout, Batch Normalization)

    • Quiz
  • 5

    Advanced AI Techniques

    • Convolutional Neural Networks for Image Processing - Part 1

    • Convolutional Neural Networks for Image Processing- Part 2

    • Recurrent Neural Networks for Sequence Data

    • Generative Adversarial Networks

    • Transfer Learning and Fine-tuning

    • Quiz
  • 6

    Practical AI Applications

    • Natural Language Processing

    • Computer Vision

    • Speech Recognition and Synthesis (part 1)

    • Speech Recognition and Synthesis (part 2)

    • AI in Healthcare

    • AI in Business and E-commerce

    • AI in Autonomous Vehicles

    • AI in Entertainment

    • AI in Finance

    • AI in Blockchain

    • AI in IOT

    • Quiz
  • 7

    AI Ethics and Fairness

    • Understanding AI Ethics

    • Potential Pitfalls and Controversies in AI

    • Strategies for Responsible AI Deployment

    • Quiz
  • 8

    AI Development Tools and Platforms

    • Tensorflow

    • PyTorch 2.0

    • Cloud AI Services (AWS, Google Cloud AI, Azure AI)

    • Quiz
  • 9

    Hands-on using python

    • Regression using python

    • Classification using python

    • Clustering using python
  • 10

    Project Work and Case Studies

    • Guided Project Work

  • 11

    Study Material

    • Study Material