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This online course gives an introduction to the basic ideas of machine learning and artificial intelligence without the technical programming tools that are used by more...

In this online course, participants will learn the basics of modern Artificial Intelligence (AI).The course also includes some of the representative applications of AI,...

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 lecture series presents the theory of fundamental machine learning concepts. Topics covered in the video lectures include: Bayesian theory of optimal decisions...

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

This online course gives an introduction to deep learning for applications such as natural language processing, computer vision, and many others. It is designed for students...

This course will introduce the learner to applied machine learning, focusing more on the techniques and methods than on the statistics behind these methods.

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

Closely related to pattern recognition, Unsupervised Learning is about analyzing data and looking for patterns. It is an extremely powerful tool for identifying structure in...

This online course teaches how to develop quantitative models that leverage business data, statistical computation, and machine learning to forecast sales and marketing impact

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

Focusing on the basics of machine learning and embedded systems, such as smartphones, this online course will introduce learners to the “language” of TinyML.

This online course gives a basic introduction to the field of deep learning and to building a deep learning model using the Keras library. Some prior knowledge of Python and...

This online lecture series reviews linear algebra with applications to probability and statistics and optimization. It covers linear algebra concepts that are key for...

This online course gives an introduction to artificial intelligence for educators to prepare for a future which is becoming increasingly automated. The course includes...

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 online course gives an introduction to machine learning applications in finance organizations such as hedge funds or banks.

This online video lecture series gives an introduction to Reinforcement Learning.

This online lecture gives an introduction to the concepts of machine learning. (Some math and programming experience required.)

In this course, students will create classifiers that provide state-of-the-art performance on a variety of tasks and will become familiar with some of the most successful...