Book

Python Machine Learning

Offered byPackt Logo

Difficulty Level

Intermediate

Completion Time

15h8m

Language

English

About Book

Who Is This Book For?

If you want to find out how to use Python to start answering critical questions of your data, pick up Python Machine Learning – whether you want to get started from scratch or want to extend your data science knowledge, this is an essential and unmissable resource.

Book content

chapters 15h8m total length

Giving Computers the Ability to Learn from Data

Training Machine Learning Algorithms for Classification

A Tour of Machine Learning Classifiers Using Scikit-Learn

Building Good Training Sets – Data Pre-Processing

Compressing Data via Dimensionality Reduction

Learning Best Practices for Model Evaluation and Hyperparameter Optimization

Combining Different Models for Ensemble Learning

Applying Machine Learning To Sentiment Analysis

Embedding a Machine Learning Model into a Web Application

Predicting Continuous Target Variables with Regression Analysis

Working with Unlabeled Data – Clustering Analysis

Training Artificial Neural Networks for Image Recognition

Parallelizing Neural Network Training via Theano

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