Professional Certificate in Machine Learning Unsupervised Learning
-- ViewingNowThe Professional Certificate in Machine Learning Unsupervised Learning course is a critical program that focuses on building essential skills in unsupervised learning, a subfield of machine learning. This course is highly important due to the increasing industry demand for professionals who can create and implement algorithms that learn from unlabeled data, enabling organizations to make data-driven decisions and gain insights from large, complex datasets.
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⢠Introduction to Unsupervised Learning
⢠Types of Unsupervised Learning: Clustering and Dimensionality Reduction
⢠K-Means Clustering Algorithm
⢠Hierarchical Clustering
⢠Principal Component Analysis (PCA)
⢠Singular Value Decomposition (SVD) for Recommender Systems
⢠Autoencoders: Neural Networks for Dimensionality Reduction
⢠Anomaly Detection: Unsupervised Learning for Fraud Detection
⢠Evaluation Metrics for Unsupervised Learning
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