Creator: Zaw Min Khaing

Publisher: Alex Snow School

Publication Date:


Difficulty: Beginner 

Audience: Computer Science Students, ML and AI Enthusiasts, and IT Professionals 

License: Public Domain

Course State: page.state  

Pre-perquisite: ဒီ course ကို Computer Science အခြေခံရှိပြီးမှ တက်သင့်ပါတယ်။

Artificial Neural Networks: Basic Theory

Introduction to Neural Network Basics and Its History

The working principle of an Artificial Neuron & Activation Function

Perceptron, Multi-Layer Neural Network, Radial Basis Function Neural Network

Simple Artificial Neural Network and Simple Deep Artificial Neural Network

Convolutional Neural Networks (CNN)

Training process in Artificial Neural Networks

Delta Learning Rule and Backpropagation

Self-Organizing Map (SOM)

ANN Implementations with Matlab

Feed forward implementation with Matlab

Radial Basis Function In MatLab, ANN in Control System

The use of NNtool interface for ANN implementation in MatLab

Deep ANN in MatLab

An Overview of Deep Learning frameworks and Python programming

Installation with both CPU, GPU TensorFlow modules and Getting Started With Google Colab

Building and visualizing CNN model on TensorFlow

Reading List

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