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Machine Learning with Python Cookbook: Practical Solutions from Preprocessing to Deep Learning
This practical guide provides nearly 200 self-contained recipes to help you solve machine learning challenges you may encounter in your daily work. If you’re comfortable with Python and its libraries, including pandas and scikit-learn, you’ll be able to address specific problems such as loading data, handling text or numerical data, model selection, and dimensionality reduction and many other topics.Each recipe includes code that you can copy and paste into a toy dataset to ensure that it actually works. From there, you can insert, combine, or adapt the code to help construct your application. Recipes also include a discussion that explains the solution and provides meaningful context. This cookbook takes you beyond theory and concepts by providing the nuts and bolts you need to construct working machine learning applications.You’ll find recipes for:
  • Vectors, matrices, and arrays
  • Handling numerical and categorical data, text, images, and dates and times
  • Dimensionality reduction using feature extraction or feature selection
  • Model evaluation and selection
  • Linear and logical regression, trees and forests, and k-nearest neighbors
  • Support vector machines (SVM), naïve Bayes, clustering, and neural networks
  • Saving and loading trained models
Author: Chris Albon
Published by: O'Reilly Media | Publication date: 03/09/2018
Kindle book details: Kindle Edition, 368 pages

Downtown and Driftwood: Issue 3 - May 2015
We are very excited to be able to offer an eBook version of Downtown & Driftwood for download. Now we have a new printer (and are able to offer the printed version at a much more reasonable price) we have more control over the end result and are therefore able to produce an eBook which is viewable on Android and IOS devices. The eBook is a zipped .epub file so please make sure your device can unzip and view .epub files.Issue THREE of … DOWNTOWN & DRIFTWOOD print magazine – a bimonthly magazine concentrating primarily on photography, street photography and photojournalism but including Steve’s other passions of poetry and short stories.Issue THREE carries on from Issue TWO with photojournalistic features on The Hot Rod Shop: from humble settings in the Middlesex countryside classic American cars are supplied to Pinewood Studios for blockbuster movies. More Fascinating and thought provoking images from London at night by Nicola Albon.Short stories and poetry from both up and coming talent and established authors. This issues Close Up focuses on short story writer, editor and teacher Nik Perring including the full copy of one his best short stories “Kiss”. Hard hitting poetry from Chris AbramsSteve is actively looking for publishers for backing to increase the print run size. The uptake and interest from readers and contributors is increasing and the magazine already has a steady and loyal readership – issues 4 and 5 are beginning to take shape and 2015 is looking like a great year as Downtown and Driftwood’s inaugural year
Published by: SMP | Publication date: 04/24/2015
Kindle book details: Kindle Edition, 368 pages