Executive Development Programme in Machine Learning Strategies: Machine Learning
-- ViewingNowThe Executive Development Programme in Machine Learning Strategies is a comprehensive certificate course, designed to empower professionals with the essential skills needed to drive data-driven business decisions. With the increasing industry demand for Machine Learning expertise, this programme provides a platform to gain a deep understanding of Machine Learning strategies, techniques, and tools.
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โข Introduction to Machine Learning: Defining machine learning, its importance, and applications
โข Types of Machine Learning: Supervised, unsupervised, and reinforcement learning
โข Data Preparation for Machine Learning: Data collection, cleaning, and preprocessing techniques
โข Feature Engineering and Selection: Techniques to improve model performance
โข Model Training and Evaluation: Splitting data, training models, and evaluating performance
โข Supervised Learning Algorithms: Linear regression, logistic regression, decision trees, and support vector machines
โข Unsupervised Learning Algorithms: Clustering, dimensionality reduction, and association rule mining
โข Deep Learning: Artificial neural networks, convolutional neural networks, and recurrent neural networks
โข Machine Learning Ethics and Bias: Addressing ethical considerations and biases in machine learning models
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