Название: Build Your Own Neural Network in Python
Автор: Shantnu Tiwari
Издательство: Leanpub
Год: 2021
Формат: ePUB, PDF, MOBI
Страниц: 89
Размер: 10 Mb
Язык: English

Get started with neural networks, and write code to identify images, recognise hand written digits and more. No maths needed! What's the first thing that comes to your mind when you think of machine learning?
And you start thinking, I need a PhD in 10 different disciplines just to get started with this!
But what if machine learning wasn't so hard? What if you could build your own Neural Network from scratch, using basic Python?
Introducing Neural Networks
Neural Networks are machine learning algorithms loosely modeled on the human brain. They are great at solving complex problems like image recognition and speech processing.
Even though Neural Networks can solve complex problems, their implementation is fairly easy, and only uses high school level maths (and if even that scares you, I will cover all the maths required with examples).
To reiterate: We will be using very little maths. The focus will be on practical stuff.

What we will go over in this eBook:

1. Theory behind Neural Networks
2. A simplified intro to the maths behind neural networks
3. Back propagation, multiple layers and more
4. A complex example, like recognise handwritten digits

Bonus
Introduction to Keras
Carry out Sentiment analysis on movie reviews
Build your own image detector, recognise images like cars, ships and different animals etc