The NCC Education Short Course in Artificial Intelligence (AI) is designed to provide a comprehensive introduction to AI, exploring both theoretical and practical aspects. The course is tailored to meet the needs of different learning cohorts, including working professionals and entry-level graduates. It aims to equip learners with essential AI knowledge and skills to apply in various business and technical contexts.
Topics Covered
Academic Requirements
There are no formal prerequisites for this course. It is suitable for individuals looking to understand the basics of AI, regardless of their prior knowledge or experience.
Upon completion, students will be able to:
Introduction to AI
Definitions, History of AI, Characteristics, Limitations, Ethics, and Development.
Problem Solving Using Search
Strategies for state space search, including uninformed and informed search.
Knowledge Representation
Types of knowledge, logical representation, semantic networks, frame representation, and production rules.
Uncertain Knowledge
Understanding uncertainty, probability, Bayes’ rule, and reasoning.
Fuzzy Logic
Fuzzy logic, linguistic variables, sets and operations, rules, and systems.
Machine Learning
Introduction to supervised, unsupervised, and reinforcement learning, and applications.
Neural Networks
Basic structure, perceptrons, multilayer networks, learning algorithms.
Decision Trees
Structure, terminologies, and attribute selection.
Genetic Algorithms
Basics of genetic algorithms and natural evolution simulation.
Expert Systems
Development, components, characteristics, and rule-based systems.
Natural Language Processing
Terminologies, components, processing pipeline, and applications.
Intelligent Agents
Concepts of agents, environments, rationality, and algorithms.
Assessments are conducted through quizzes, assignments, and practical activities to evaluate students’ understanding and application of AI concepts. There are no formal examinations.
This course prepares students for various AI career paths, including:
Students will have access to:
Learning Resources
Online study materials and libraries.
Discussion Forums
For engagement with peers and tutors.
Technical Support
Available throughout the course duration.
Approximately 80 hours, including video lectures, practical activities, and assessments.
The NCC Short Course in Artificial Intelligence (AI) equips learners with a solid understanding of AI principles and practical applications, enabling them to explore opportunities in the evolving AI field. Whether advancing a career or pursuing further studies, this course provides the essential knowledge and skills to thrive in an AI-driven world.
An NCC Accredited Institute, We are committed to groom the youth of society to play an instrumental role in ever evolving modern day job market and entrepreneurial opportunities.
