Global Certificate in Design Technology: AI Fundamentals
-- ViewingNowThe Global Certificate in Design Technology: AI Fundamentals is a comprehensive course that focuses on the essentials of Artificial Intelligence (AI) and its application in design technology. This course is crucial in today's tech-driven world, where AI is revolutionizing various industries, including design and technology.
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โข Introduction to AI and Machine Learning: Principles, history, and applications of AI; overview of machine learning algorithms and techniques.
โข Data Preparation for AI: Data collection, cleaning, and preprocessing; data exploration and visualization; feature engineering and selection.
โข Neural Networks and Deep Learning: Architectures, training, and optimization; convolutional neural networks, recurrent neural networks, and long short-term memory networks.
โข AI Ethics and Regulations: Bias, fairness, and transparency; data privacy and security; legal and ethical considerations for AI development and deployment.
โข Natural Language Processing (NLP): Text processing techniques, sentiment analysis, and machine translation; word embeddings and transformers.
โข Computer Vision: Object detection, image recognition, and semantic segmentation; feature extraction and image classification; deep learning for computer vision.
โข Reinforcement Learning: Markov decision processes, Q-learning, and deep Q-networks; multi-agent systems and multi-armed bandits.
โข AI in Business and Society: AI applications in healthcare, finance, retail, and manufacturing; AI strategy and governance; AI and social impact.
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