Certificate in Machine Learning Process Fundamentals
-- ViewingNowThe Certificate in Machine Learning Process Fundamentals is a comprehensive course designed to equip learners with essential skills in machine learning. This program focuses on the importance of machine learning process fundamentals, including data preparation, model building, and model evaluation.
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⢠Introduction to Machine Learning: Defining machine learning, understanding its importance, and differentiating it from traditional programming.
⢠Data Preprocessing: Data cleaning, normalization, transformation, and feature selection.
⢠Supervised Learning: Understanding supervised learning algorithms, including linear regression, logistic regression, and support vector machines.
⢠Unsupervised Learning: Exploring unsupervised learning algorithms, such as clustering, dimensionality reduction, and association rules.
⢠Neural Networks: Introducing artificial neural networks, deep learning, and convolutional neural networks.
⢠Evaluation Metrics: Assessing model performance, evaluation metrics, and statistical significance.
⢠Model Selection and Tuning: Selecting the right model, cross-validation, and hyperparameter tuning.
⢠Deployment and Monitoring: Production deployment, model monitoring, and continuous improvement.
⢠Ethical Considerations: Understanding the ethical implications of machine learning, including bias, fairness, and transparency.
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