Professional Certificate in AI Solutions for Engineering
-- ViewingNowThe Professional Certificate in AI Solutions for Engineering is a crucial course designed to equip learners with the latest AI techniques and tools to tackle complex engineering problems. In an era where AI is revolutionizing industries, this program's industry-demand is at an all-time high.
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โข Introduction to AI and Machine Learning: Fundamentals of AI, Machine Learning, and Deep Learning. Understanding different types of learning: supervised, unsupervised, and reinforcement. Key algorithms and techniques.
โข Data Preparation for AI: Data collection, cleaning, and preprocessing. Data exploration and visualization. Feature engineering and selection.
โข Computer Vision: Image recognition, object detection, and segmentation. Convolutional Neural Networks (CNNs) and their applications.
โข Natural Language Processing (NLP): Text processing, sentiment analysis, and machine translation. Recurrent Neural Networks (RNNs) and Long Short-Term Memory (LSTM) networks.
โข Reinforcement Learning: Multi-armed bandits, Q-learning, and Deep Q-Networks. Applications in gaming, robotics, and navigation.
โข AI Ethics and Bias: Understanding ethical considerations in AI. Addressing and mitigating bias in AI systems.
โข AI Applications in Engineering: Case studies and real-world examples of AI applications in engineering, including but not limited to civil, mechanical, electrical, and chemical engineering.
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