Python Artificial Intelligence Projects for Beginners :
General Material Designation
[Book]
Other Title Information
Get up and Running with Artificial Intelligence Using 8 Smart and Exciting AI Applications.
.PUBLICATION, DISTRIBUTION, ETC
Place of Publication, Distribution, etc.
Birmingham :
Name of Publisher, Distributor, etc.
Packt Publishing Ltd,
Date of Publication, Distribution, etc.
2018.
PHYSICAL DESCRIPTION
Specific Material Designation and Extent of Item
1 online resource (155 pages)
GENERAL NOTES
Text of Note
Other Books You May EnjoyIndex.
CONTENTS NOTE
Text of Note
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.
Text of Note
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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SUMMARY OR ABSTRACT
Text of Note
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.
ACQUISITION INFORMATION NOTE
Source for Acquisition/Subscription Address
01201872
Stock Number
B11518
OTHER EDITION IN ANOTHER MEDIUM
Title
Python Artificial Intelligence Projects for Beginners : Get up and Running with Artificial Intelligence Using 8 Smart and Exciting AI Applications.