Undergraduate Certificate in Machine Learning for Cognitive AI
-- ViewingNowThe Undergraduate Certificate in Machine Learning for Cognitive AI is a comprehensive course designed to equip learners with essential skills in machine learning and artificial intelligence. This course is critical in today's technology-driven world, where machine learning applications are increasingly being used to solve complex problems in various industries.
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โข Introduction to Machine Learning & Cognitive AI
โข Mathematics for Machine Learning: Linear Algebra, Calculus, Probability & Statistics
โข Supervised Learning: Regression, Classification, Support Vector Machines (SVM)
โข Unsupervised Learning: Clustering, Dimensionality Reduction, Anomaly Detection
โข Deep Learning: Neural Networks, Convolutional Neural Networks (CNN), Recurrent Neural Networks (RNN)
โข Natural Language Processing (NLP): Text Preprocessing, Sentiment Analysis, Named Entity Recognition
โข Computer Vision: Image Processing, Object Detection, Image Segmentation
โข Reinforcement Learning: Q-Learning, Deep Q Network (DQN), Policy Gradients
โข Ethics in AI & Machine Learning: Bias, Fairness, Privacy, Accountability
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