Cloud Computing
Cloud computing refers to the delivery of computing resources, such as computing power, storage, databases, networking, software, and other services, over the Internet.
Advantages of Cloud computing
Scalability
Flexibility
Cost-Efficiency
Accessibility
Reliability
Security
Innovation
Manageability
Cloud computing can be categorized into several service models:
Infrastructure as a Service (IaaS)
Users can rent virtual machines, storage, and networking components, and have control over the operating system and applications.
Platform as a Service (PaaS)
Offers a platform and environment for developers to build, deploy, and manage applications without worrying about the underlying infrastructure.
Software as a Service (SaaS)
Delivers fully functional software applications over the internet. Users can access these applications through a web browser without needing to install or maintain software on their devices.
Function as a Service (FaaS) / Serverless Computing
Allows developers to write and deploy code (functions) without managing the underlying infrastructure. The cloud provider automatically scales the resources as needed.
Major cloud service providers:
Amazon Web Services (AWS)
Microsoft Azure
Google Cloud Platform (GCP)
IBM Cloud
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Supervised Learning and Unsupervised Learning
Supervised Learning
Supervised learning involves training a model on a labeled dataset, where each data point is associated with a corresponding target or output.
Examples of supervised learning tasks include:
Regression
Classification
Unsupervised Learning
Unsupervised learning, on the other hand, deals with unlabeled data, where the model's goal is to find patterns, structures, or relationships within the data without any predefined target output.
Examples of unsupervised learning tasks include:
Clustering
Association rule mining
Dimensionality Reduction
Anomaly Detection
NAT (Network Address Translation)
Is a technique used in networking to conserve IP (Internet Protocol) addresses and help mitigate the issue of IP address depletion
Here's how NAT works and how it helps with IP address depletion:
Private and Public IP Addresses
NAT Operation
Port Translation
Address Conservation
Security and Anonymity
IPv4 Address Depletion Mitigation
IPv6 Transition