TensorFlow Machine Learning:Advanced Guide to Learn Machine Learning With Scikit-Learn, Keras and TensorFlow
by Benjamin Smith
Release Finelybook 出版日期：2021-01-03
Have you ever wondered how machine learning works? These days, machine learning, deep learning and neural nets are common terms and they are here to stay as a part of our everyday language. Machine learning is not the easiest of topics to teach, purely because there is so much to it.
Machine learning, deep learning and artificial intelligence are used in more applications than most humans even think about – email, Amazon, Netflix, Spotify, and other popular online marketplaces use machine learning to weed out spam emails and bring you recommendations based on your shopping or streaming preferences. Machine learning is used in healthcare, in finance, in just about every industry you can think of – it’s here to stay, whether we like it or not.
One of the most important parts of learning machine learning is knowing which algorithm to choose and which library. Python is the most popular machine learning programming language and it has a huge advantage over other languages – the large amount of built-in libraries; three of the most important are TensorFlow, Keras and Scikit-Learn.
And that’s what this book is about – machine learning with TensorFlow, Keras and Scikit-learn.
Here’s what you will learn:
What machine learning is
How it applies in the real world
Different models and learning types
Different machine learning algorithms
Deep learning vs. machine learning
What TensorFlow is and how to use it
What TensorFlow comprises
Operators, variables, placeholders, and more
What Keras is and how to use it
Keras vs. TensorFlow
How to use Keras for linear regression
How to use Keras to build a neural net
What Scikit-Learn is and how to use it
Using Scikit-Learn to build regression and classification trees
How to build a random forest model
How to install Keras, TensorFlow and Scikit-Learn
And much more!
All the practical examples in the book use Python, so you are expected to need some knowledge of the language before you start. If you’re looking to advanced your skills in machine learning, then this is the book for you! Grab your copy of this book today!