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AI & Machine Learning

Learn, Train, Automate, Innovate

Learn Artificial Intelligence from fundamentals to real-world AI application development through hands-on implementation and industry-based projects. Designed for beginners with or without programming knowledge. Students will understand how AI systems work, build machine learning models, create intelligent applications, explore Generative AI technologies, and develop AI-powered solutions used in industries.

12 Sessions
4 Certifications
Expert Mentors
100% Project-Based

What you'll learn

Understand AI fundamentals and how intelligent systems are created
Build Python programming skills for AI problem solving
Develop and evaluate machine learning prediction models
Create deep learning models using TensorFlow and Keras
Implement computer vision and NLP AI applications
Work with Generative AI tools including ChatGPT and Claude AI
Deploy AI models as real-world applications with Streamlit
Build an industry-level AI-based capstone project

Course curriculum

Introduction to Artificial Intelligence & AI Applications

  • Introduction to Artificial Intelligence
  • History and Evolution of AI
  • AI vs Machine Learning vs Deep Learning
  • Types of Artificial Intelligence
  • Real-World AI Applications in Healthcare, Business, Manufacturing and Automation
  • AI Development Workflow

Python Programming for AI Development

  • Python Fundamentals and Variables
  • Data Types, Operators and Conditional Statements
  • Loops, Functions, Lists and Dictionaries
  • File Handling and Python Libraries
  • AI Programming Approach

Data Processing for Artificial Intelligence

  • Data Collection and Dataset Understanding
  • Data Cleaning and Preprocessing
  • Feature Selection and Data Transformation
  • NumPy and Pandas for Data Preparation
  • Preparing Real-World Datasets for AI Model Training

Machine Learning Fundamentals

  • Introduction to Machine Learning
  • Training and Testing Data
  • Supervised and Unsupervised Learning
  • Regression and Classification
  • Model Training Process and Model Evaluation Techniques

Machine Learning Algorithms & Model Building

  • Linear Regression and Logistic Regression
  • Decision Tree and Random Forest
  • Clustering Algorithms
  • Model Accuracy, Error Analysis and Performance Improvement Techniques

Deep Learning & Neural Networks

  • Introduction to Deep Learning
  • Artificial Neural Networks
  • Building Neural Networks with TensorFlow and Keras
  • Convolutional Neural Networks for Image Processing
  • Training Deep Learning Models

Computer Vision Applications

  • Introduction to Computer Vision
  • Image Processing with OpenCV
  • Object Detection and Image Classification
  • Face Recognition Application Development
  • Real-World Computer Vision Project

Natural Language Processing (NLP)

  • Introduction to NLP and Text Processing
  • Text Preprocessing and Tokenization
  • Sentiment Analysis and Text Classification
  • Building a Chatbot using NLP Techniques
  • NLP Application Development

Generative AI & Modern AI Tools

  • Introduction to Generative AI
  • Working with Large Language Models
  • Prompt Engineering for ChatGPT and Claude AI
  • Stable Diffusion and Image Generation
  • Integrating Generative AI in Applications

AI Model Deployment & Web Integration

  • Introduction to Model Deployment
  • Building AI Web Applications with Streamlit
  • REST API Integration for AI Models
  • Cloud Deployment Basics for AI Applications
  • Real-World AI Deployment Workflow

AI Ethics, Bias & Responsible AI

  • Ethics in Artificial Intelligence
  • Bias in AI Models and Mitigation Strategies
  • Responsible AI Principles
  • AI Governance and Compliance
  • Future of AI and Industry Trends

Capstone Project & Career Preparation

  • Industry-Level AI Project Development
  • Portfolio Building and Documentation
  • Technical Interview Preparation for AI Roles
  • Resume and LinkedIn Optimisation
  • Career Pathways in Artificial Intelligence

Certifications you'll earn

Microsoft Azure AI Fundamentals
Certificate of Training
Certificate of Internship
Certificate of Excellence

24/7 Mentor Support + Placement Assistance

Get help from experienced industry mentors whenever you need it. Placement guidance is built into every programme.

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