Neural Network for Beginners

Neural Network for Beginners

Today, I will be giving you a brief introduction and history of Deep Learning. Deep Learning is as close as we have gotten towards mirroring the functionality of brains in computationally efficient systems.

The past decade has seen incredible advancements in Deep Learning. It has opened so many new paradigms for Artificial Intelligence and taken our capability of making intelligent machines to a whole new level. Today, I will be giving you a brief introduction and history of Deep Learning.

Deep Learning is as close as we have gotten towards mirroring the functionality of brains in computationally efficient systems. This picture from an MIT Deep Learning lecture which outlines the current advancement stage perfectly

Deep Learning is largely based on the idea of neural networks which is based on the workings of our brain. For now, you can understand neural networks as something that has a strong biological inspiration. So before diving into the concept let’s discuss why neural networks and deep learning has been so successful recently even though it was released ages back:

Image for post

Now we have a good idea of why Deep Learning is exploding let’s get into the functioning of a neural network. Like I said they are inspired by the human brain and the basic building block of a brain is a perceptron which looks a lot like this:

Image for post

This perceptron has a set of dendrites a cell body and a set of axon terminals. If you think about it, it looks like the dendrites receive information the cell understands and processes the information and the axon terminals pass its processed information forward. Just like a perceptron works, computer scientists tried to develop a ‘neuron’ system that can mimic brain functioning and process data to find various patterns. And thus a system like this was born:

Image for post

artificial-intelligence

Bootstrap 5 Complete Course with Examples

Bootstrap 5 Tutorial - Bootstrap 5 Crash Course for Beginners

Nest.JS Tutorial for Beginners

Hello Vue 3: A First Look at Vue 3 and the Composition API

Building a simple Applications with Vue 3

Deno Crash Course: Explore Deno and Create a full REST API with Deno

How to Build a Real-time Chat App with Deno and WebSockets

Convert HTML to Markdown Online

HTML entity encoder decoder Online

AI Innovations in Artificial Intelligence

Innovations in Artificial Intelligence - Various sectors in which AI is remarkably used & has brought changes in humanity - Education, Healthcare,automobile

Bursting the top 7 common Myths about Artificial Intelligence by Rebecca Harrison

Artificial Intelligence has been the go-to technology for companies and enterprises in recent years. The adoption of AI by enterprises all around the world has grown by 270% in the last four years a...

10 Most Amazing Artificial Intelligence Milestones To Know

Top 10 Artificial Intelligence Milestones to learn AI evolution - Origin,ELIZA,XCON,Statistics Introduction, Chess & jeopardy winner,autonomous vehicles

Top 10 Artificial Intelligence (AI) Interview Questions & Answers

In this Artificial Intelligence Interview Questions blog, you will understand the most frequently asked AI questions and their solutions.

Implement Artificial Intelligence using Artificial Intelligence

Implement Artificial Intelligence using Artificial Intelligence. Artificial Intelligence (AI) requires everybody’s interest and commitment.