Professional Certificate in Applied Machine Learning in Tech
-- ViewingNowThe Professional Certificate in Applied Machine Learning is a comprehensive course that equips learners with essential skills for career advancement in the tech industry. This program covers a wide range of topics, including data manipulation, statistical analysis, and model building, all using Python, a popular programming language for data science.
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โข Introduction to Machine Learning (Supervised, Unsupervised, and Reinforcement Learning, Machine Learning Lifecycle)
โข Data Preprocessing (Data Cleaning, Data Transformation, Feature Selection)
โข Regression Analysis (Linear Regression, Polynomial Regression, Regularization)
โข Classification Algorithms (Logistic Regression, Decision Trees, Random Forest)
โข Support Vector Machines (SVM)
โข Unsupervised Learning (Clustering, Dimensionality Reduction)
โข Neural Networks (Activation Functions, Backpropagation, Deep Learning)
โข Evaluation Metrics (Confusion Matrix, Precision, Recall, F1 Score)
โข Applied Machine Learning (Real-world Case Studies, Ethical Considerations)
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