Creator: Zaw Min Khaing
Publisher: Alex Snow School
Publication Date:
Updated:
Audience: Computer Science Students, ML and AI Enthusiasts, and IT Professionals
License:
Public Domain
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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