Deep Learning

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Neural Networks and Deep Learning (Coursera)

If you want to break into cutting-edge AI, this course will help you do so. Deep learning engineers are highly sought after, and mastering deep learning will give you numerous new career opportunities. Deep learning is also a new "superpower" that will let you build AI systems that just [...]

Machine Learning: Concepts and Applications (Coursera)

Sep 26th 2022
Machine Learning: Concepts and Applications (Coursera)
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This course gives you a comprehensive introduction to both the theory and practice of machine learning. You will learn to use Python along with industry-standard libraries and tools, including Pandas, Scikit-learn, and Tensorflow, to ingest, explore, and prepare data for modeling and then train and evaluate models using a [...]

Deep Learning Methods for Healthcare (Coursera)

This course covers deep learning (DL) methods, healthcare data and applications using DL methods. The courses include activities such as video lectures, self guided programming labs, homework assignments (both written and programming), and a large project.

Health Data Science Foundation (Coursera)

This course is intended for persons involved in machine learning who are interested in medical applications, or vice versa, medical professionals who are interested in the methods modern computer science has to offer to their field. We will cover health data analysis, different types of neural networks, as well [...]

Advanced Deep Learning Methods for Healthcare (Coursera)

This course covers deep learning (DL) methods, healthcare data and applications using DL methods. The courses include activities such as video lectures, self guided programming labs, homework assignments (both written and programming), and a large project.

Launching into Machine Learning en Français (Coursera)

Sep 26th 2022
Launching into Machine Learning en Français (Coursera)
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À partir de l'histoire du machine learning, nous examinons les raisons pour lesquelles les réseaux de neurones fonctionnent si bien de nos jours dans différents problèmes liés à la science des données. Nous évoquons ensuite la façon d'aborder un problème d'apprentissage supervisé et le moyen d'y répondre en utilisant [...]

Generative Deep Learning with TensorFlow (Coursera)

Sep 26th 2022
Generative Deep Learning with TensorFlow (Coursera)
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In this course, you will: a) Learn neural style transfer using transfer learning: extract the content of an image (eg. swan), and the style of a painting (eg. cubist or impressionist), and combine the content and style into a new image; b) Build simple AutoEncoders on the familiar MNIST [...]

Build Decision Trees, SVMs, and Artificial Neural Networks (Coursera)

Sep 26th 2022
Build Decision Trees, SVMs, and Artificial Neural Networks (Coursera)
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There are numerous types of machine learning algorithms, each of which has certain characteristics that might make it more or less suitable for solving a particular problem. Decision trees and support-vector machines (SVMs) are two examples of algorithms that can both solve regression and classification problems, but which have [...]

Probabilistic Deep Learning with TensorFlow 2 (Coursera)

Welcome to this course on Probabilistic Deep Learning with TensorFlow! This course builds on the foundational concepts and skills for TensorFlow taught in the first two courses in this specialisation, and focuses on the probabilistic approach to deep learning. This is an increasingly important area of deep learning [...]