Professional Certificate in ML Algorithms for Businesses
-- ViewingNowThe Professional Certificate in ML Algorithms for Businesses is a comprehensive course designed to equip learners with essential skills in machine learning algorithms, their applications, and their impact on businesses. This program covers key concepts, including regression, classification, clustering, and dimensionality reduction, with a strong emphasis on practical implementation.
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โข Introduction to Machine Learning Algorithms
โข Supervised Learning Algorithms: Linear Regression, Logistic Regression, Decision Trees, Random Forests, Support Vector Machines (SVM)
โข Unsupervised Learning Algorithms: K-Means Clustering, Hierarchical Clustering, Principal Component Analysis (PCA)
โข Reinforcement Learning Algorithms: Q-Learning, Deep Q Networks (DQN), Policy Gradients
โข Dimensionality Reduction Techniques: Feature Scaling, PCA, t-SNE
โข Model Evaluation Metrics: Confusion Matrix, ROC Curve, Precision, Recall, F1 Score, AUC-ROC
โข Hyperparameter Tuning: Grid Search, Random Search, Bayesian Optimization
โข Scalable Machine Learning Algorithms: Gradient Boosted Trees (XGBoost, LightGBM, CatBoost), Deep Learning (TensorFlow, PyTorch)
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