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This course examines structured representations for describing the documents in the corpus, including clustering and mixed membership models, such as latent Dirichlet allocation...

This course explores regularized linear regression models for the task of prediction and feature selection. Students will be able to handle very large sets of features and...

This online course program gives an introduction to machine learning and artificial intelligence in healthcare. It includes modules on the healthcare system, clinical data and...

This online course will help participants to learn a variety of matrix factorization and hybrid machine learning techniques for recommender systems.

This is a non-technical online course that gives an introduction to artificial intelligence (AI). It covers examples of AI applications, technologies like machine learning and...

This online course teaches GRU, LSTM, and more modern deep learning, machine learning, and data science skills. Most of the work will be done in Numpy, Matplotlib, and Theano.

This course series gives an in-depth introduction to Data Analytics.The courses were designed with experts and scientists at leading technology companies to ensure that learners...

This course covers intermediate topics in data science. Students will gain hands-on experience with scalable SQL and NoSQL data management solutions, data mining algorithms, and...

This online course explores artificial intelligence (AI) in a business context. It discusses potential uses, strategic impact, and competences needed.

This online course gives an introduction to Generative AI and shows how it is used and how it differs from traditional machine learning methods.

This online course gives an introduction to AI using Microsoft's cloud-based solutions, such as Azure Machine Learning and Azure Cognitive Services. It includes applications...

This online course series explores the fundamental mathematics toolkit of machine learning and data science. It includes modules on linear algebra, calculus and...

This course will provide an overview of many concepts, techniques, and algorithms in machine learning, from basic classification to decision trees and clustering.

This online course explores the ethics of artificial intelligence principles to minimize bias, while maximizing fairness and explainability. Topics include the context and...

This course will introduce open source tools used for parallel, distributed and scalable machine learning. After completing this course’s hands-on projects with KNIME and...

This online course gives an introduction to data science. It includes the data science toolbox of mathematics, statistics, Python, advanced statistics in Python, machine...

This online course gives an introduction to machine learning models (including logistic regression, multilayer perceptrons, convolutional neural networks, natural language...

This online course teaches the foundations of deep learning. Participants can learn how to build, train and apply deep neural networks.

This program includes 5 individual online courses and gives learners a comprehensive introduction to Deep Learning as a key building block of artificial intelligence.Learners...

This online course explores what Generative AI is, how it is used, and how it differs from traditional machine learning methods.