Artificial Intelligence (AI) Course Outline

Institute: Noc Dot IT Training Institute
Duration: 8–12 Weeks (Flexible)
Mode: Online / On-Campus

Module 1: Introduction to Artificial Intelligence

What is Artificial Intelligence?
History and Evolution of AI
Applications of AI in Real Life (Business, Healthcare, Finance, Education, etc.)
AI vs. Machine Learning vs. Deep Learning

Module 2: Fundamentals of Python for AI

Introduction to Python Programming
Data Structures & Functions
NumPy, Pandas, and Matplotlib for Data Handling
Working with Jupyter Notebooks

Module 3: Mathematics for AI

Linear Algebra Basics
Probability and Statistics
Calculus Concepts in AI
Optimization Techniques

Module 4: Machine Learning (ML)

Supervised vs. Unsupervised Learning
Regression and Classification Models
Decision Trees, Random Forests, and Support Vector Machines (SVM)
Model Evaluation (Accuracy, Precision, Recall, F1 Score)

Module 5: Deep Learning (DL)

Introduction to Neural Networks
Forward and Backward Propagation
Activation Functions
Building Deep Learning Models with TensorFlow & Keras
Convolutional Neural Networks (CNNs) for Image Processing
Recurrent Neural Networks (RNNs) for Sequential Data

Module 6: Natural Language Processing (NLP)

Text Preprocessing (Tokenization, Stop Words, Lemmatization)
Sentiment Analysis
Chatbots & Language Models
Introduction to Large Language Models (LLMs)

Module 7: AI Tools & Frameworks

TensorFlow, PyTorch Basics
Scikit-learn
OpenAI APIs & Hugging Face Transformers
Practical Hands-on Projects

Module 8: AI in Real-World Applications

AI in Business Automation
AI in Healthcare & Finance
AI in Cybersecurity
Ethical AI & Future Trends

Final Project & Certification

Students will develop a real-world AI project such as a chatbot, image recognition system, or predictive analytics tool. Upon completion, students will receive a Professional Certificate from Noc Dot IT Training Institute.

Key Features of the Course

Hands-on Projects & Case Studies
Industry-Standard Tools & Frameworks
Flexible Online/Offline Classes
Certification upon Completion