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Artificial Intelligence and Machine Learning for EDGE Computing

Specificaties
Paperback, blz. | Engels
Elsevier Science | 2022
ISBN13: 9780128240540
Rubricering
Elsevier Science e druk, 2022 9780128240540
€ 178,60
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Samenvatting

Artificial Intelligence and Machine Learning for Predictive and Analytical Rendering in Edge Computing focuses on the role of AI and machine learning as it impacts and works alongside Edge Computing. Sections cover the growing number of devices and applications in diversified domains of industry, including gaming, speech recognition, medical diagnostics, robotics and computer vision and how they are being driven by Big Data, Artificial Intelligence, Machine Learning and distributed computing, may it be Cloud Computing or the evolving Fog and Edge Computing paradigms.

Challenges covered include remote storage and computing, bandwidth overload due to transportation of data from End nodes to Cloud leading in latency issues, security issues in transporting sensitive medical and financial information across larger gaps in points of data generation and computing, as well as design features of Edge nodes to store and run AI/ML algorithms for effective rendering.

Specificaties

ISBN13:9780128240540
Taal:Engels
Bindwijze:Paperback

Inhoudsopgave

<p>Part 1: AI and Machine Learning<br>1. Artificial Intelligence<br>2. Machine Learning<br>3. Regression Analysis<br>4. Bayesian Statistics<br>5. Learning Theory<br>6. Supervised Learning<br>7. Unsupervised Learning<br>8. Reinforcement Learning<br>9. Instance Based Learning and Feature Engineering </p> <p>Part 2: Data Science and Predictive Analysis<br>10. Introduction to Data Science and Analysis <br>11. Linear Algebra, Statistics, Probability, Hypothesis and Inference, Gradient Descent <br>12. Predictive Analysis</p> <p>Part 3: Edge Computing<br>13. Distributed Computing - Cloud to fog to Edge <br>14. Edge Computing<br>15. Integrating AI with Edge Computing <br>16. Machine learning integration with Edge Computing <br>17. Applying AI/Ml at the edge </p>
€ 178,60
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        Artificial Intelligence and Machine Learning for EDGE Computing