Masterclass Certificate in Machine Learning: Smarter Outcomes
-- ViewingNowThe Masterclass Certificate in Machine Learning: Smarter Outcomes course is essential for learners seeking to advance their careers in machine learning. This comprehensive course covers key concepts, tools, and techniques, enabling learners to design and implement machine learning solutions that drive smarter outcomes.
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โข Unit 1: Introduction to Machine Learning · Understanding the basics of machine learning, its importance, and applications.
โข Unit 2: Data Preprocessing · Data cleaning, feature engineering, and data normalization.
โข Unit 3: Supervised Learning · Linear regression, logistic regression, and support vector machines (SVM).
โข Unit 4: Unsupervised Learning · Clustering, dimensionality reduction, and association rules.
โข Unit 5: Deep Learning · Neural networks, convolutional neural networks (CNN), and recurrent neural networks (RNN).
โข Unit 6: Ensemble Learning · Boosting, bagging, and stacking techniques.
โข Unit 7: Natural Language Processing (NLP) · Text preprocessing, sentiment analysis, and topic modeling.
โข Unit 8: Evaluation Metrics · Understanding and using evaluation metrics for model performance assessment.
โข Unit 9: Ethical Considerations · Bias, fairness, and privacy in machine learning.
โข Unit 10: Deployment · Deploying machine learning models in production.
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