Название: Simple Machine Learning for Programmers: Beginner's Intro to Using Machine Learning, Deep Learning, and Artificial Intelligence for Practical ApplicationsАвтор: Lazy Programmer
Издательство: Amazon Digital Services LLC
Год: 2018
Страниц: 58
Язык: английский
Формат: epub, rtf, pdf (conv)
Размер: 10.1 MB
This book is an experiment to see how well students can learn some of the basic concepts in Machine Learning (ML), without having to do any math or theoretical work. If you are a programmer that wants to learn machine learning by taking the “API approach”, then this book is perfect for you. I have courses totaling over 100 hours of math, algorithms, and theory. If that’s what you’re looking for, this is not it.
In this book, we’re going to learn how to solve practical problems using machine learning. We’re even going to see how to apply a simple deep neural network without having to understand how they work mathematically.
We’re going to make heavy use of the Numpy Stack:
- Numpy
- Scipy
- Matplotlib
- Pandas
- Scikit-Learn
Another goal of this book is to prepare you to learn more advanced topics. One such topic is Natural Language Processing (NLP). Essentially, NLP is the application of machine learning to text.
Instead of doing magic, you can use basic spatial reasoning skills to understand machine learning, and this puts you in a much better place to actually implement machine learning algorithms - the next step in becoming a machine learning master.
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