Glossary Terms

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Glossary Terms

Hotfix

Definition A hotfix is a rapid software update deployed to fix a critical issue in a live production environment. It is typically applied outside the standard release cycle to address

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Human-AI Collaboration

What is Human-AI Collaboration? Human-AI collaboration refers to how humans and artificial intelligence work together to improve efficiency, productivity, and innovation. Instead of AI replacing human roles, this approach combines

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Hyperparameter Tuning

What is Hyperparameter Tuning? Hyperparameter tuning optimizes machine learning models by selecting the best set of hyperparameters. Unlike model parameters learned from training data, hyperparameters are set before training begins

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Idle Resources

Idle resources in cloud computing refer to computing assets, such as virtual machines (VMs), storage, databases, or other services, that remain active but are underutilized or not performing productive tasks.

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Image Recognition

Image recognition technology allows computers to analyze and interpret visual data. It uses artificial intelligence (AI) and machine learning (ML) to identify objects, patterns, and features in images or videos.

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Image Segmentation

What is Image Segmentation? Image segmentation is a fundamental process in computer vision that involves dividing an image into distinct regions. Each region corresponds to a meaningful part of the

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Image-to-Image Translation

Image-to-image translation is a process in computer vision in which one image is transformed into another with a different style, structure, or domain while keeping the main content or layout

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Incremental Deployment

Definition Incremental Deployment is a software deployment strategy in which updates or new features are released gradually instead of deploying the entire system at once. This approach minimizes risks, improves

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Inference Engine

An inference engine is a component of artificial intelligence (AI) systems that applies logical rules to data to draw conclusions or make decisions. It works with a knowledge base that

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Infrastructure as a Service (IaaS)

Definition Infrastructure as a Service (IaaS) is a cloud computing model that provides on-demand resources over the Internet. These resources include virtualized hardware such as servers, storage, networking, and virtualization

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Ingress Controller

Definition An Ingress Controller is a component in Kubernetes that manages external access to services within a cluster, primarily handling HTTP and HTTPS traffic. It acts as a specialized load

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Inpainting (in Generative Models)

Inpainting in the context of generative models refers to reconstructing an image’s missing, occluded, or corrupted regions using learned patterns from vast visual datasets.  Unlike regular inpainting techniques, which fill

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Instance Scheduler

An instance scheduler is a tool or service that automates the management of cloud computing instances, such as virtual machines (VMs) or databases, by starting or stopping them based on

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Instance Types

Instance types in cloud computing refer to predefined configurations of virtual machines (VMs) offered by cloud service providers. Each instance type specifies a combination of compute power (CPU), memory, storage,

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Instruction Tuning

Instruction tuning is a machine learning technique that improves the ability of large language models (LLMs) to follow human instructions. It involves fine-tuning a pre-trained model on datasets consisting of

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Intent Classification

What is Intent Classification? Intent classification is a natural language processing (NLP) component that determines the purpose behind a user’s input in text or speech. It enables AI systems to

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Jenkinsfile

Definition A Jenkinsfile is a text file used in Jenkins to define a Continuous Integration/Continuous Deployment (CI/CD) pipeline as code. Written in Groovy-based syntax, it enables automation, version control, and

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Just-In-Time Provisioning

Definition Just-In-Time (JIT) Provisioning is an automated process that creates and updates user accounts in web applications at the moment of authentication. It is commonly used with Security Assertion Markup

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Knowledge Distillation

Modern AI systems, especially large-scale models like GPT-4, BERT, or Vision Transformers, exhibit state-of-the-art performance across various tasks. However, their massive size and computational demands make them impractical for real-time

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