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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⢠Introduction to Machine Learning • Definition, Importance, and Types of Machine Learning
⢠Data Preprocessing • Data Cleaning, Feature Extraction, and Feature Scaling
⢠Supervised Learning Algorithms • Linear Regression, Logistic Regression, Decision Trees
⢠Unsupervised Learning Algorithms • K-Means Clustering, Hierarchical Clustering, Principal Component Analysis
⢠Deep Learning • Artificial Neural Networks, Convolutional Neural Networks, Recurrent Neural Networks
⢠Model Evaluation • Cross-Validation, Precision, Recall, F1 Score, ROC Curve
⢠Natural Language Processing • Text Preprocessing, Word Embeddings, Sentiment Analysis
⢠Reinforcement Learning • Markov Decision Processes, Q-Learning, Deep Q Network
⢠Real-World Applications • Fraud Detection, Predictive Maintenance, Recommender Systems
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