Global Certificate in Machine Learning for Industry Growth
-- ViewingNowThe Global Certificate in Machine Learning for Industry Growth is a comprehensive course designed to empower learners with essential machine learning skills for career advancement. This program focuses on the practical application of machine learning in various industries, making it a valuable asset for professionals seeking to drive growth and innovation.
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โข Introduction to Machine Learning: Understanding the basics, types, and applications of machine learning.
โข Data Preprocessing: Data cleaning, wrangling, and exploration for machine learning models.
โข Regression Analysis: Simple and multiple linear regression, polynomial regression, and regularization techniques.
โข Classification Techniques: Logistic regression, decision trees, random forests, and support vector machines.
โข Unsupervised Learning: Clustering, dimensionality reduction, and association rule mining.
โข Deep Learning: Artificial neural networks, convolutional neural networks, and recurrent neural networks.
โข Machine Learning for Natural Language Processing: Text preprocessing, sentiment analysis, and topic modeling.
โข Evaluation Metrics: Understanding and applying evaluation metrics for model assessment.
โข Ethics and Bias in Machine Learning: Understanding and addressing ethical concerns and biases in AI models.
โข Deployment and Maintenance: Model deployment, monitoring, and maintenance for industry applications.
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