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1. Principal component analysis - Wikipedia
Link: https://en.wikipedia.org/wiki/Principal_component_analysis
Description: WebPrincipal component analysis ( PCA) is a linear dimensionality reduction technique with applications in exploratory data analysis, visualization and data preprocessing . The data is linearly transformed onto a new coordinate system such that the directions (principal components) capturing the largest variation in the data can be easily identified.
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2. What Is Principal Component Analysis (PCA)? | IBM
Link: https://www.ibm.com/topics/principal-component-analysis
Description: WebDec 8, 2023 · Principal component analysis (PCA) reduces the number of dimensions in large datasets to principal components that retain most of the original information. It does this by transforming potentially correlated variables into a smaller set of variables, called principal components.
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3. Principal Component Analysis (PCA) Explained | Built In
Link: https://builtin.com/data-science/step-step-explanation-principal-component-analysis
Description: WebFeb 23, 2024 · Principal component analysis (PCA) is a dimensionality reduction and machine learning method used to simplify a large data set into a smaller set while still maintaining significant patterns and trends. Principal component analysis can be broken down into five steps.
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4. Principal Component Analysis(PCA) - GeeksforGeeks
Link: https://www.geeksforgeeks.org/principal-component-analysis-pca/
Description: WebDec 6, 2023 · Principal Component Analysis (PCA) is an unsupervised learning algorithm technique used to examine the interrelations among a set of variables. It is also known as a general factor analysis where regression determines a line of best fit.
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5. Step-By-Step Guide to Principal Component Analysis With …
Link: https://www.turing.com/kb/guide-to-principal-component-analysis
Description: WebPCA stands for Principal Component Analysis. It is one of the popular and unsupervised algorithms that has been used across several applications like data analysis, data compression, de-noising, reducing the dimension of data and a lot more.
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6. Understanding PCA (Principal Components Analysis) | by Tony …
Link: https://towardsdatascience.com/understanding-pca-fae3e243731d
Description: WebJul 6, 2019 · Today we will explore how PCA (Principal Components Analysis) helps us uncover the underlying drivers hidden in our data — a super useful feature as it allows us to summarize huge feature sets using just a few principal components. If you are interested in the code that I used to generate the charts below, you can find it on my GitHub here.
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7. How exactly does PCA work? - Towards Data Science
Link: https://towardsdatascience.com/how-exactly-does-pca-work-5c342c3077fe
Description: WebMar 9, 2020 · PCA (Principal Component Analysis) is a technique which finds the major patterns in data for dimensionality reduction. Reading this line for the first time may trigger a few questions: What are these patterns? How to find these patterns? What is dimensionality reduction? And what are dimensions anyway? And why to reduce them?
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8. Principal component analysis | Nature Methods
Link: https://www.nature.com/articles/nmeth.4346
Description: WebJun 29, 2017 · Principal component analysis (PCA) simplifies the complexity in high-dimensional data while retaining trends and patterns. It does this by transforming the data into fewer dimensions, which act...
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9. [1404.1100] A Tutorial on Principal Component Analysis - arXiv.org
Link: https://arxiv.org/abs/1404.1100
Description: WebApr 3, 2014 · Principal component analysis (PCA) is a mainstay of modern data analysis - a black box that is widely used but (sometimes) poorly understood. The goal of this paper is to dispel the magic behind this black box. This manuscript focuses on building a solid intuition for how and why principal component analysis works.
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10. Kings Cross | Presbyterian Church
Link: https://kingscrossva.org/
Description: Web43100 Hay Road • Ashburn, VA 20147. Sunday at 10:15 am. NEW HERE? Glorify Jesus With Us. King’s Cross is a place to give to Jesus the worship that He deserves, both Sunday morning and each day as we serve others. GET CONNECTED. Join God’s Story.