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Artificial Neural Network and Machine Learning using MATLAB

person icon Nastaran Reza Nazar Zadeh

4.6

Artificial Neural Network and Machine Learning using MATLAB

Learn the fundamentals of Machine Learning and Create an ANN Model with MATLAB Toolbox and easy-to-follow codes.

updated on icon Updated on Apr, 2024

language icon Language - English

person icon Nastaran Reza Nazar Zadeh

English [CC]

category icon Development,Neural Networks,MATLAB

Lectures -54

Resources -5

Duration -4 hours

4.6

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Course Description

Artificial neural networks (ANNs) and machine learning are two of the most important and rapidly developing fields in computer science. ANNs are inspired by the structure and function of the human brain, and they are used to solve a wide range of problems, including pattern recognition, classification, and prediction.

Machine learning is a field of computer science that gives computers the ability to learn without being explicitly programmed. Machine learning algorithms are used to train ANNs, and they are also used to solve a wide range of problems, including data mining, natural language processing, and image recognition.

MATLAB is a powerful software platform that can be used to develop and train ANNs. MATLAB also provides a variety of tools for machine learning algorithms.

Artificial Neural Network and Machine Learning using MATLAB Course Overview

Both experienced developers who wish to make the switch to machine learning and beginners who are unfamiliar with artificial neural networks and machine learning can benefit from this training.

This course gives thorough training in Multilayer Perceptron Neural Networks, or MLP in MATLAB, and covers both the theoretical underpinnings of these networks as well as their practical use in the MATLAB environment.

The creation of ANN is significantly facilitated and accelerated by the use of MATLAB, which offers specialized tools and functions for working with machine learning and artificial neural networks.

You will be able to build a neural network at the end of this course and use it for tasks including classification, clustering, pattern recognition, function approximation, control, prediction, and optimization.

Goals

What will you learn in this course:

  • Using Toolbox in MATLAB, create a multilayer perceptron neural network (MLP).
  • Get practical with Artificial Neural Networks
  • Create an artificial neural network model
  • Understand the fundamentals of artificial neural networks and machine learning
  • Understand the machine learning training techniques
  • Learn the optimization techniques
  • Understand a Neural Network's Mathematical Model
  • Recognize the techniques for function approximation.
  • Learn how to conduct insightful analysis
  • Knowledge of Performance Functions

Prerequisites

What are the prerequisites for this course?

  • Basics of Mathematics


Artificial Neural Network and Machine Learning using MATLAB

Curriculum

Check out the detailed breakdown of what’s inside the course

Introduction
9 Lectures
  • play icon Course Description 01:55 01:55
  • play icon Course Overview 03:16 03:16
  • play icon History of A.I. 09:14 09:14
  • play icon Artificial Intelligence 04:05 04:05
  • play icon Machine Learning 02:50 02:50
  • play icon Learning Models 01:22 01:22
  • play icon Supervised Learning 03:33 03:33
  • play icon Unsupervised Learning 01:55 01:55
  • play icon Reinforcement Learning 01:39 01:39
Fundamentals of Artificial Neural Network
19 Lectures
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MATLAB: Neural Net Fitting Tool
12 Lectures
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MATLAB: Scripts
3 Lectures
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MATLAB: Modified Advance Script for a Better Data Analysis
7 Lectures
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MATLAB: Data Set Example with Multiple Targets
4 Lectures
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Instructor Details

Nastaran Reza Nazar Zadeh

Nastaran Reza Nazar Zadeh

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