Certificate in Machine Learning: Procurement Advantage
-- ViewingNowCertificate in Machine Learning: Procurement Advantage: This certificate course is designed to provide learners with essential skills in machine learning, specifically tailored for the procurement industry. The course covers key concepts such as predictive analytics, data mining, and machine learning algorithms, enabling learners to leverage data-driven insights for better decision-making.
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โข Introduction to Machine Learning – Understanding the basics of machine learning, its types, and applications.
โข Data Preprocessing for Machine Learning – Data cleaning, transformation, and normalization techniques.
โข Supervised Learning Algorithms – Linear regression, logistic regression, decision trees, random forest, and support vector machines.
โข Unsupervised Learning Algorithms – Clustering, dimensionality reduction, and association rule learning.
โข Ensemble Learning Techniques – Bagging, boosting, and stacking.
โข Deep Learning Basics – Artificial neural networks, convolutional neural networks, and recurrent neural networks.
โข Evaluation Metrics for Machine Learning – Accuracy, precision, recall, F1-score, ROC curves, and AUC.
โข Machine Learning in Procurement – Predictive analytics, supplier segmentation, and risk management.
โข Ethical Considerations in Machine Learning – Bias, fairness, transparency, and privacy.
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