Certificate in AI Algorithms for Engineers
-- ViewingNowThe Certificate in AI Algorithms for Engineers is a comprehensive course designed to equip learners with essential skills in artificial intelligence (AI) algorithms. This program is crucial in today's technology-driven world, where AI has become a critical component of numerous industries.
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โข Introduction to AI and Machine Learning
โข Types of AI Algorithms: Supervised, Unsupervised, and Reinforcement Learning
โข Supervised Learning Algorithms: Linear Regression, Logistic Regression, Decision Trees
โข Unsupervised Learning Algorithms: K-Means Clustering, Hierarchical Clustering, Principal Component Analysis
โข Reinforcement Learning Algorithms: Q-Learning, Deep Q Networks, Monte Carlo Tree Search
โข Neural Networks and Deep Learning Algorithms
โข Convolutional Neural Networks (CNN) for Computer Vision
โข Recurrent Neural Networks (RNN) and Long Short-Term Memory (LSTM) for Sequential Data
โข Evaluation Metrics for AI Algorithms: Accuracy, Precision, Recall, F1 Score, ROC Curve
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