Certificate in Machine Learning for Software Engineers
-- ViewingNowThe Certificate in Machine Learning for Software Engineers is a comprehensive course that addresses the surging industry demand for professionals with expertise in machine learning. This program equips learners with essential skills to design, implement, and maintain machine learning systems, thereby offering a competitive edge in the job market.
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โข Introduction to Machine Learning: Fundamentals, types, and applications of machine learning
โข Mathematics for Machine Learning: Linear algebra, calculus, probability, and statistics
โข Data Preprocessing: Data cleaning, normalization, transformation, and feature selection
โข Supervised Learning: Regression, classification, and support vector machines
โข Unsupervised Learning: Clustering, dimensionality reduction, and autoencoders
โข Neural Networks: Perceptrons, multilayer perceptrons, and backpropagation
โข Deep Learning: Convolutional neural networks, recurrent neural networks, and long short-term memory
โข Reinforcement Learning: Markov decision processes, Q-learning, and policy gradients
โข Evaluation Metrics: Accuracy, precision, recall, F1 score, ROC curves, and cross-validation
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