Executive Development Programme in Machine Learning Techniques: Machine Learning Algorithms
-- ViewingNowThe Executive Development Programme in Machine Learning Techniques: Machine Learning Algorithms certificate course is a comprehensive program designed to equip learners with essential skills in machine learning. This course is crucial in today's data-driven world, where businesses increasingly rely on machine learning algorithms to make informed decisions.
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โข Introduction to Machine Learning: Defining machine learning, its importance, and applications
โข Supervised Learning: Linear regression, logistic regression, support vector machines
โข Unsupervised Learning: Clustering, dimensionality reduction, association rules
โข Decision Trees: Building, pruning, and visualizing decision trees
โข Random Forests: Ensemble learning, bagging, boosting, and random forests
โข Neural Networks: Perceptron, multilayer perceptron, deep learning, and backpropagation
โข Reinforcement Learning: Markov decision processes, Q-learning, and SARSA
โข Natural Language Processing: Text preprocessing, sentiment analysis, and topic modeling
โข Evaluation Metrics: Confusion matrix, ROC curve, precision, recall, and F1 score
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