Hands-On Machine Learning from Scratch:Develop a Deeper Understanding of Machine Learning Models by Implementing Them from Scratch in Python
by Venelin Valkov
Release Finelybook 出版日期：2019-06-27
“What I cannot create, I do not understand” – Richard Feynman
This book is your guide on your journey to deeper Machine Learning understanding by developing algorithms from scratch.
But why this book?
Step-by-step guide on how to approach, visualize and solve data science problems
Learn why and when Machine Learning is the right tool for the job
Learn how to process CSV, text, and image data
Develop Linear Regression, Logistic Regression, Decision Tree, Neural Network, and other models. Use your models to solve real-world problems.
Find how to improve low performing models
Learn how to use Python libraries like NumPy, Pandas, Seaborn and more
Complete source code (notebooks) that works and runs in the cloud