Professional Certificate in ML for Business & Research
-- ViewingNowThe Professional Certificate in Machine Learning (ML) for Business & Research is a comprehensive course designed to equip learners with essential ML skills for career advancement. This program covers a wide range of topics, including data manipulation, statistical analysis, predictive modeling, and deep learning techniques.
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โข Introduction to Machine Learning (ML) & its Importance in Business & Research
โข Types of Machine Learning: Supervised, Unsupervised, & Reinforcement Learning
โข Data Preprocessing for ML: Data Cleaning, Feature Selection, & Normalization
โข Regression Analysis using ML: Linear Regression, Logistic Regression & Ridge Regression
โข Classification Algorithms: Decision Trees, Random Forests, & Support Vector Machines
โข Clustering Techniques in ML: K-Means, DBSCAN, & Hierarchical Clustering
โข Dimensionality Reduction in ML: Principal Component Analysis (PCA) & t-SNE
โข Neural Networks & Deep Learning: Architectures & Applications
โข Natural Language Processing (NLP) & Text Analytics using ML
โข Evaluation Metrics for ML: Accuracy, Precision, Recall, F1 Score, ROC Curve, & AUC
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