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Probabilistic Reasoning in AI
| Institution | Jomo Kenyatta University of Science and Technology |
| Course | Information Technolo... |
| Year | 3rd Year |
| Semester | Unknown |
| Posted By | Jeff Odhiambo |
| File Type | |
| Pages | 6 Pages |
| File Size | 266.69 KB |
| Views | 1731 |
| Downloads | 0 |
| Price: |
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Description
Buy "Probabilistic Reasoning in AI" now and learn how to navigate the uncertainty inherent in real-world scenarios. This insightful book explores the causes of uncertainty, from unreliable sources to equipment faults, and introduces probabilistic reasoning as a robust method for knowledge representation. By integrating probability theory with logic, the book provides a comprehensive approach to handling uncertain knowledge, making it an invaluable resource for both beginners and seasoned professionals in the field of artificial intelligence.
Discover the essential techniques of probabilistic reasoning, such as Bayes' rule and Bayesian statistics, that enable AI systems to make informed decisions despite unpredictable outcomes. The book covers key concepts like prior and posterior probabilities, conditional probability, and random variables, with practical examples that illustrate their applications in various AI-driven tasks. "Probabilistic Reasoning in AI" is an essential read for anyone looking to deepen their understanding of AI's reasoning processes and effectively apply these techniques to solve complex real-world problems.
Below is the document preview.
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Introduction to cloud computing
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Building cloud infrastructure
Building cloud infrastructure involves creating and deploying a combination of hardware, software, networking, and services to host and manage applications, data, and resources in a cloud computing environment.
1363 Views
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1.32 MB
Physical layer
In cloud computing, the physical layer refers to the foundational hardware infrastructure and resources that support the cloud environment. It includes all the physical components necessary to store, process, and transmit data.
1569 Views
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3.48 MB
Virtual Layer
A virtual layer refers to an abstraction layer that separates the physical resources or systems from the applications or processes that utilize them. It creates an interface or "virtualization" to make underlying resources more flexible, scalable, and easier to manage. Virtual layers are commonly used in computing, networking, and software environments.
1531 Views
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1.82 MB
Control Layer
control layer refers to the management and orchestration layer that oversees the underlying cloud infrastructure. It acts as an intermediary between the physical or virtual resources and the user or application interfaces. The control layer is responsible for enabling resource provisioning, monitoring, scaling, and other management tasks.
1606 Views
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1.5 MB
Service and Orchestration
A service in cloud computing refers to a specific resource or functionality provided by a cloud provider. Services can range from infrastructure to platforms and applications.Service orchestration is the automated coordination and management of multiple services to achieve a specific outcome. It ensures that individual services work together efficiently to deliver complex workflows or applications.
1576 Views
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2.1 MB
Business Continuity
Business continuity refers to the ability of a business or organization to maintain essential functions during and after a disruptive event. In the context of cloud computing, it ensures that cloud-based services and applications remain available and operational, even in the event of hardware failures, cyberattacks, natural disasters, or other emergencies. Business continuity in cloud computing focuses on resilience, redundancy, and minimizing downtime.
1540 Views
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4.71 MB
Security
This module focuses security cross-layer function of the cloud computing reference model. This module focuses on key security threats to a cloud infrastructure. It focuses on the various security mechanisms that enables the cloud service providers to mitigate these threats. Finally, this module focuses on the governance, risk, and compliance (GRC) aspect in a cloud environment.
429 Views
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1.91 MB
Service Management
This module focuses on the service management cross-layer function of the cloud computing reference model. This module focuses on service portfolio management and service operation management processes.
298 Views
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1.46 MB