Professional Certificate in Learning Machine Algorithms
-- ViewingNowThe Professional Certificate in Learning Machine Algorithms is a comprehensive course designed to equip learners with the essential skills needed to excel in the field of machine learning. This program covers a wide range of topics, including supervised and unsupervised learning, neural networks, and deep learning.
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โข Unit 1: Introduction to Machine Learning Algorithms
โข Unit 2: Supervised Learning: Regression Algorithms
โข Unit 3: Supervised Learning: Classification Algorithms
โข Unit 4: Unsupervised Learning: Clustering Algorithms
โข Unit 5: Dimensionality Reduction: Principal Component Analysis (PCA)
โข Unit 6: Ensemble Learning: Boosting and Bagging Algorithms
โข Unit 7: Deep Learning: Neural Networks and Convolutional Neural Networks (CNNs)
โข Unit 8: Natural Language Processing (NLP): Text Preprocessing and Vectorization
โข Unit 9: Reinforcement Learning: Q-Learning and Deep Q Network (DQN)
โข Unit 10: Evaluation Metrics: Precision, Recall, F1-Score, and ROC Curve
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