Certificate in Data Mining Algorithms: Actionable Insights
-- ViewingNowThe Certificate in Data Mining Algorithms: Actionable Insights is a comprehensive course designed to equip learners with essential skills in data mining algorithms. This program focuses on providing a deep understanding of various data mining techniques, enabling learners to extract valuable insights from large datasets.
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ใณใผใน่ฉณ็ดฐ
โข Introduction to Data Mining & Algorithms
โข Data Preprocessing
โข Supervised Learning Algorithms:
โ Decision Trees
โ Naive Bayes Classifier
โ Logistic Regression
โข Unsupervised Learning Algorithms:
โ Clustering Techniques (K-Means, Hierarchical)
โ Association Rule Mining (Apriori)
โข Ensemble Learning Methods:
โ Bagging
โ Boosting (AdaBoost)
โข Evaluation Metrics for Data Mining Algorithms
โข Data Mining Tools and Software: WEKA, RapidMiner, Python (Scikit-learn)
โข Real-world Applications of Data Mining Algorithms
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