PCA

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Machine Learning Models in Science (Coursera)

Sep 13th 2021
Machine Learning Models in Science (Coursera)
Course Auditing
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This course is aimed at anyone interested in applying machine learning techniques to scientific problems. In this course, we'll learn about the complete machine learning pipeline, from reading in, cleaning, and transforming data to running basic and advanced machine learning algorithms. We'll start with data preprocessing techniques, such as [...]
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Sep 13th 2021
Course Auditing
32.00 EUR/month

Unsupervised Learning (Coursera)

Sep 13th 2021
Unsupervised Learning (Coursera)
Course Auditing
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This course introduces you to one of the main types of Machine Learning: Unsupervised Learning. You will learn how to find insights from data sets that do not have a target or labeled variable. You will learn several clustering and dimension reduction algorithms for unsupervised learning as well as [...]
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Sep 13th 2021
Course Auditing
31.00 EUR/month

Mathematics for Machine Learning: PCA (Coursera)

This intermediate-level course introduces the mathematical foundations to derive Principal Component Analysis (PCA), a fundamental dimensionality reduction technique. We'll cover some basic statistics of data sets, such as mean values and variances, we'll compute distances and angles between vectors using inner products and derive orthogonal projections of data onto [...]
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Exploratory Multivariate Data Analysis (FUN)

Mar 3rd 2021
Exploratory Multivariate Data Analysis (FUN)
Free Course
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Exploratory multivariate data analysis is studied and teached in a French-way since a long time in France. This course focuses on four essential and basic methods, those with the largest potential in terms of applications: principal component analysis (PCA) when variables are quantitative, correspondence analysis (CA) and multiple correspondence [...]
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