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The Unsupervised Learning Workshop - Septem

The Unsupervised Learning Workshop
ebook
Autor: Aaron Jones, Christopher Kruger, Benjamin Johnston
Tytuł oryginału: The Unsupervised Learning Workshop
ISBN: 9781800206243
stron: 550, Format: ebook
Data wydania: 2020-07-29
Księgarnia: Septem

Cena książki: 129,00 zł

Dodaj do koszyka The Unsupervised Learning Workshop

Tagi: Python | Sztuczna inteligencja | Uczenie maszynowe

Do you find it difficult to understand how popular companies like WhatsApp and Amazon find valuable insights from large amounts of unorganized data? The Unsupervised Learning Workshop will give you the confidence to deal with cluttered and unlabeled datasets, using unsupervised algorithms in an easy and interactive manner.

The book starts by introducing the most popular clustering algorithms of unsupervised learning. You'll find out how hierarchical clustering differs from k-means, along with understanding how to apply DBSCAN to highly complex and noisy data. Moving ahead, you'll use autoencoders for efficient data encoding.

As you progress, you'll use t-SNE models to extract high-dimensional information into a lower dimension for better visualization, in addition to working with topic modeling for implementing natural language processing (NLP). In later chapters, you'll find key relationships between customers and businesses using Market Basket Analysis, before going on to use Hotspot Analysis for estimating the population density of an area.

By the end of this book, you'll be equipped with the skills you need to apply unsupervised algorithms on cluttered datasets to find useful patterns and insights.

Dodaj do koszyka The Unsupervised Learning Workshop

 

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Dodaj do koszyka The Unsupervised Learning Workshop

Spis treści

Dodaj do koszyka The Unsupervised Learning Workshop

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