Скачать или смотреть 5.1.2 Supervised Learning | Chapter 5 | IT504 | Artificial Intelligence | RGPV

UNIT 5 | Artificial Intelligence

5.1.2 Supervised Learning | IT504 |

Welcome to Unit 5 of our comprehensive Artificial Intelligence course!

In this video, we're diving into Unit 5, where we'll explore the incredible realms of learning, neural networks, common sense, and expert systems. Get ready to delve into the foundations of AI learning and witness the potential of expert systems!

Introduction to Learning
Various Techniques used in Learning: Discover the diverse techniques employed in AI learning.
Supervised Learning: Understand the concept of supervised learning in AI.
Unsupervised Learning: Explore unsupervised learning and its significance in AI.

Introduction to Neural Networks
Perceptron Training Algorithm: Learn about the foundational Perceptron training algorithm.
Multi-Layer Perceptron: Dive into multi-layer perceptron's and their applications.
Error Back Propagation Algorithm: Understand the error backpropagation algorithm and its role in neural networks.
ADALINE: Explore ADALINE, another vital component of neural networks.
MADALINE: Discover MADALINE and its contributions to AI and machine learning.

Applications of Neural Networks
Classification: Witness the power of neural networks in classification tasks.
Clustering: Explore how neural networks excel in clustering data.
Vector Quantization: Learn about vector quantization using neural networks.
Pattern Recognition: Understand how neural networks recognize complex patterns.
Function Approximation: Explore function approximation through neural networks.
Forecasting: Witness how neural networks predict future trends.
Healthcare: Discover the crucial role of neural networks in healthcare.
Defense: Explore AI's contributions to the defense sector.
Aerospace: Understand how neural networks are applied in aerospace technology.
Social Media: Learn how neural networks impact social media platforms.
Stock Market Prediction: Witness the potential of AI in stock market prediction.

Common Sense

Some Examples of Expert Systems
MYCIN: Dive into MYCIN, an iconic expert system in the field of medicine.
PROSPECTOR: Learn about PROSPECTOR and its role in data analysis.
DENDRAL: Explore DENDRAL, a pioneering expert system in chemistry.
XCON/R1: Witness the power of XCON/R1 in the world of expert systems.

Whether you're interested in AI learning, neural networks, expert systems, or simply expanding your knowledge of AI applications, this unit has something for everyone.

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