Document Type
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BL
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Record Number
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856689
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Main Entry
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Eckroth, Joshua.
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Title & Author
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Python Artificial Intelligence Projects for Beginners : : Get up and Running with Artificial Intelligence Using 8 Smart and Exciting AI Applications.
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Publication Statement
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Birmingham :: Packt Publishing Ltd,, 2018.
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Page. NO
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1 online resource (155 pages)
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ISBN
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1789538246
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: 1789539463
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: 9781789538243
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: 9781789539462
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Notes
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Other Books You May EnjoyIndex.
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Contents
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Cover; Title Page; Copyright and Credits; Packt Upsell; Contributors; Table of Contents; Preface; Chapter 1: Building Your Own Prediction Models; Classification overview and evaluation techniques; Evaluation; Decision trees; Common APIs for scikit-learn classifiers; Prediction involving decision trees and student performance data; Summary; Chapter 2: Prediction with Random Forests; Random forests; Usage of random forest; Predicting bird species with random forests; Making a confusion matrix for the data; Summary; Chapter 3: Applications for Comment Classification; Text classification.
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Machine learning techniquesBag of words; Detecting YouTube comment spam; Word2Vec models; Doc2Vec; Document vector; Detecting positive or negative sentiments in user reviews; Summary; Chapter 4: Neural Networks; Understanding neural networks; Feed-forward neural networks; Identifying the genre of a song with neural networks; Revising the spam detector to use neural networks; Summary; Chapter 5: Deep Learning; Deep learning methods; Convolutions and pooling; Identifying handwritten mathematical symbols with CNNs; Revisiting the bird species identifier to use images; Summary.
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Abstract
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This book demonstrates AI projects in Python covering modern techniques that make up the world of Artificial Intelligence. You will come across a variety of real-world projects on classifying data, text processing techniques, deep learning and neural networks.
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Subject
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Application software-- Development.
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Subject
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Artificial intelligence-- Data processing.
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Subject
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Python.
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Subject
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Application software-- Development.
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Subject
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Artificial intelligence-- Data processing.
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Dewey Classification
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005.133
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LC Classification
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QA76.73.P98.E257 2018
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