Certificate in Machine Learning: A Powerful Tool for Change
-- ViewingNowThe Certificate in Machine Learning: A Powerful Tool for Change is a comprehensive course designed to equip learners with essential skills in machine learning. This program highlights the importance of machine learning in today's data-driven world, where it is used to solve complex problems, drive innovation, and create positive change across industries.
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โข Introduction to Machine Learning • Definition, Importance, and Types of Machine Learning
โข Data Preprocessing • Data Cleaning, Feature Extraction, and Feature Scaling
โข Supervised Learning Algorithms • Linear Regression, Logistic Regression, Decision Trees
โข Unsupervised Learning Algorithms • K-Means Clustering, Hierarchical Clustering, Principal Component Analysis
โข Deep Learning • Artificial Neural Networks, Convolutional Neural Networks, Recurrent Neural Networks
โข Model Evaluation • Cross-Validation, Precision, Recall, F1 Score, ROC Curve
โข Natural Language Processing • Text Preprocessing, Word Embeddings, Sentiment Analysis
โข Reinforcement Learning • Markov Decision Processes, Q-Learning, Deep Q Network
โข Real-World Applications • Fraud Detection, Predictive Maintenance, Recommender Systems
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