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Deep Learning Foundations 1st editon by Taeho Jo 3031328795 9783031328794

Name: Deep Learning Foundations 1st editon by Taeho Jo 3031328795 9783031328794
SKU: EB-51331764
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Deep Learning Foundations Taeho Jo Digital Instant Download

Author(s): Taeho Jo

ISBN(s): 9783031328787, 3031328787

Edition: 1st ed. 2023

File Details: PDF, 14.28 MB

Year: 2023

Language: English

SKU: EB-51331764 Category: Computers - Artificial Intelligence (AI) Tag: Taeho Jo

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Deep Learning Foundations 1st editon by Taeho Jo – Ebook PDF Instant Download/Delivery: 3031328795, 9783031328794
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ISBN 10: 3031328795
ISBN 13: 9783031328794
Author: Taeho Jo

This book provides a conceptual understanding of deep learning algorithms. The book consists of the four parts: foundations, deep machine learning, deep neural networks, and textual deep learning. The first part provides traditional supervised learning, traditional unsupervised learning, and ensemble learning, as the preparation for studying deep learning algorithms. The second part deals with modification of existing machine learning algorithms into deep learning algorithms. The book’s third part deals with deep neural networks, such as Multiple Perceptron, Recurrent Networks, Restricted Boltzmann Machine, and Convolutionary Neural Networks. The last part provides deep learning techniques that are specialized for text mining tasks. The book is relevant for researchers, academics, students, and professionals in machine learning.

Deep Learning Foundations 1st Table of contents:

Part I

1. Introduction

2. Supervised Learning

3. Unsupervised Learning

4. Ensemble Learning

Part II

5. Deep KNN Algorithm

6. Deep Probabilistic Learning

7. Deep Decision Tree

8. Deep Linear Classifier

Part III

9. Multiple Layer Perceptron

10. Recurrent Neural Networks

11. Restricted Boltzmann Machine

12. Convolutional Neural Networks

Part IV

13. Index Expansion

14. Text Summarization

15. Textual Deep Operations

16. Text Classification System

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