The Unsupervised Learning Workshop - Second Edition (repost)
The Unsupervised Learning Workshop - Second Edition: Get started with unsupervised learning and simplify unorganized data to make predictions
by Aaron Jones
English | 2020 | ISBN: 1800200706 | 311 Pages | PDF EPUB | 56 MB
by Aaron Jones
English | 2020 | ISBN: 1800200706 | 311 Pages | PDF EPUB | 56 MB
The workshop starts by introducing one of the most popular algorithms of unsupervised learning, Clustering. You'll learn about different techniques of clustering algorithms and study the key differences between them. Next, you'll find out how Autoencoders comes handy in data decoding. Moving ahead, you'll use t-SNE models to extract high-dimensional information into a lower dimension for better visualization and work with topic modeling for implementing natural language processing. In the final chapters, you'll find key relationships between customers and the business using Market Basket Analysis and use Hotspot Analysis for estimating the population density of an area.