Global Certificate in Machine Learning Fundamentals: Basic Concepts
-- ViewingNowThe Global Certificate in Machine Learning Fundamentals: Basic Concepts is a comprehensive course that empowers learners with essential skills in Machine Learning (ML). This program focuses on basic ML concepts, making it ideal for beginners or those looking to strengthen their foundation in the field.
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โข Introduction to Machine Learning: Defining ML, its importance, and applications
โข Data Preprocessing: Data cleaning, normalization, and feature selection
โข Supervised Learning: Concepts, algorithms, and evaluation metrics
โข Unsupervised Learning: Clustering algorithms, dimensionality reduction
โข Regression Analysis: Linear and logistic regression, evaluation
โข Classification Techniques: Decision trees, random forests, SVMs
โข Neural Networks: Perceptron, backpropagation, deep learning
โข Reinforcement Learning: Basics, Q-learning, Deep Q Networks
โข Evaluation and Validation: Cross-validation, overfitting, bias-variance tradeoff
โข Ethics in Machine Learning: Bias, privacy, fairness, and transparency
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