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

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

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

In this course, students will get hands-on experience with machine learning from a series of practical case-studies. They will study how to predict house prices based on...

This course introduces students to the real world challenges of implementing machine learning based trading strategies including the algorithmic steps from information gathering...

This online course gives an introduction to data science for managers. Participants analyze business data with Microsoft Azure through the use of SQL, machine learning, and...

This online course gives an introduction to developing deep learning models with Tensorflow (an open source machine library for deep learning).

This online course covers advanced machine learning and signal processing concepts, including supervised and unsupervised machine learning.

This course teaches concepts of machine learning. Machine learning engineers build programs that dynamically perform the analyses that data scientists used to perform manually....

This online course gives an introduction to machine learning for non-technical business professionals.

This online course gives an introduction to deep learning in the context of enterprises. It includes various industry applications and examples with the TensorFlow framework.

This online course gives a hands-on introduction to basic programming principles and practice relevant to modern data analysis, data mining, and machine learning.