Ethical AI, refers to the practice of designing, developing, and deploying artificial intelligence systems in ways that prioritize fairness, transparency, accountability, and respect for human rights., AI Governance, refers to the frameworks, policies, processes, and structures put in place to guide the development, deployment, and use of artificial intelligence in a responsible, ethical, and effective manner, Transfer Learning, a machine learning technique where a model developed for a particular task is reused as the starting point for a model on a second, related task., Federated Learning, a machine learning approach that allows models to be trained across multiple devices or servers while keeping the data decentralized and on the local device, rather than sending all data to a central server. This enables collaborative learning without sharing sensitive or private data., Text mining, the process of extracting useful information, patterns, and insights from unstructured text data., Multimodal Interaction, the use of multiple modes or channels of communication—such as speech, touch, gesture, visual cues, and even emotions—simultaneously or in combination, to interact with machines or system., Smart Surveillance, the use of advanced technologies, such as artificial intelligence (AI), machine learning, computer vision, and sensors, to enhance traditional surveillance systems., Sentiment Analysis, a natural language processing (NLP) technique used to determine and extract the emotional tone or sentiment expressed in a piece of text. The goal is to classify the sentiment as positive, negative, neutral, or even more specific emotions such as joy, anger, sadness, or surprise, Malicious AI Systems, refer to artificial intelligence technologies that are intentionally designed or exploited to cause harm, manipulate, or deceive, Dimensionality reduction, a technique used in data analysis and machine learning to reduce the number of input variables (or features) in a dataset while preserving as much important information as possible..

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