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What is Conversational AI?

Conversational AI enables machines to engage in human-like dialogue using natural language processing and machine learning. Applications include chatbots, virtual assistants, and automated customer service platforms that provide real-time interactions.

Data Augmentation
Data augmentation is a technique used in machine learning to artificially expand a dataset by applying transformations such as rotation, scaling, flipping, or noise injection. It helps improve model performance by increasing data diversity, particularly in image, speech, and text recognition tasks. Data augmentation is essential in deep learning to reduce overfitting and enhance model generalization.
Internet of Things
The Internet of Things (IoT) connects physical devices, sensors, and software to exchange data over the internet. IoT is used in smart homes, healthcare, industrial automation, and connected vehicles, driving digital transformation and real-time decision-making.
Functional data analysis
Functional data analysis is a statistical approach that examines datasets represented as continuous functions, such as time-series or spatial data. It is commonly used in climate science, biomedical research, and AI applications for detecting patterns, forecasting trends, and improving decision-making accuracy.