These past months I realized that my blog, which is made using WordPress, is very slow and that hurts the traffic. So I went looking for the problems and their solutions but nothing really worked, so I decided to switch everything. Today I’ll talk about that decision, its advantages and disadvantages.
Preliminaries An Introduction to Neural Networks Neuron Model and Network Architecture Perceptron Learning Rule Implement of Perceptron1 What we need to do next is to implement the algorithm described in ‘Perceptron Learning Rule’ and observe the effect of 1. different parameters, 2. different training sets, 3. and different transfer functions. A single neuron perceptron consists of a linear combination and a threshold operation simply. So we note its capacity is close to a linear classification.
Preliminaries supervised learning unsupervised learning reinforcement learning ‘An Introduction to Neural Networks’ Learning Rules1 We have built some neural network models in the post ‘An Introduction to Neural Networks’ and as we know architectures and learning rules are two main aspects of designing a useful network. The architectures we have introduced could not be used yet. What we are going to do is to investigate the learning rules for different architectures.
Preliminaries linear classifier An Introduction to Neural Networks Theory and Notation1 We are not able to build any artificial cells up to now. It seems impossible to build a neuron network through biological materials manually, either. To investigate the ability of neurons we have built mathematical models of the neuron. These models have been assigned a number of neuron-like properties. However, there must be a balance between the number of properties contained by the mathematical models and the […]
Preliminaries Nothing Neural Networks1 Neural Networks are a model of our brain that is built with neurons and is considered the source of intelligence. There are almost (10^{11}) neurons in the human brain and (10^4) connections of each neuron to other neurons. Some of these brilliant structures were given when we were born. Some other structures could be established by experience, and this progress is called learning. Learning is also considered as the establishment or modification of the […]