Professional Certificate in ML for Career Growth
-- ViewingNowThe Professional Certificate in Machine Learning (ML) for Career Growth is a crucial course designed to equip learners with essential ML skills in high demand in today's industry. This program covers fundamental ML concepts, including regression, classification, clustering, and deep learning.
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โข Introduction to Machine Learning: Fundamentals, types, and applications of machine learning
โข Data Preprocessing: Data cleaning, feature selection, and data normalization
โข Supervised Learning Algorithms: Linear regression, logistic regression, and support vector machines
โข Unsupervised Learning Algorithms: K-means clustering, hierarchical clustering, and principal component analysis
โข Neural Networks and Deep Learning: Artificial neural networks, convolutional neural networks, and recurrent neural networks
โข Reinforcement Learning: Q-learning, Deep Q Networks, and Monte Carlo Tree Search
โข Natural Language Processing: Text preprocessing, sentiment analysis, and topic modeling
โข Evaluation Metrics: Confusion matrix, ROC curve, precision, and recall
โข Ethics in Machine Learning: Bias, fairness, and privacy in machine learning models
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