Deep understanding of PCA

Closed Posted 7 years ago Paid on delivery
Closed

I want to learn PCA in depth, initial questions which I want to address are:

1. What is Eigen Vector, Eigen Values and Eigen Matrix?

2. How we extract Eigen Vector and Values (good examples)

3. How PCA preserve similarities (distances)?

4. How curse of dimensionality affect PCA?

5. How PCA extract High variance in the first PC components?

6. What normalization techniques we use to normalize the data before PCA?

7. What are projections?

8. What are pros and cons of PCA?

9. A small working example of PCA in any good analysis software like excel to elaborate the concepts

10. I also want to know some good applications of PCA.

Algorithm C++ Programming Machine Learning (ML) Mathematics Statistics

Project ID: #13607749

About the project

11 proposals Remote project Active 6 years ago

11 freelancers are bidding on average $18/hour for this job

suyashdhoot

Hi I am a very experienced statistician and academic writer. I have completed several PhD level thesis projects involving advanced statistical analysis of data. I have worked with data from several companies and have d More

$25 USD / hour
(143 Reviews)
7.2
schoudhary1553

Greetings sir, i am an expert freelancer for this job and your 100% satisfaction is assured if you allow me to serve.

$15 USD / hour
(59 Reviews)
6.4
sumbali

I can perform the analysis using any kind of Statistical Software like R, SPSS , MINITAB Eviews Statistica etc I Will perform analysis like , Regression ,Time series ,Panel Data Experimental Designs Factor analysis , p More

$30 USD / hour
(137 Reviews)
6.4
aditya357

I have a very good understanding of PCA from spectral decomposition of covariance matrix to resolution of observations in direction of principle components and their algebraic as well as geometrical properties. I d More

$20 USD / hour
(104 Reviews)
6.0
zainpacc

I can teach you and provide you examples about PCA. I am an electrical engineer and have worked in the field of pattern recognition that uses PCA techniques Regards

$11 USD / hour
(81 Reviews)
5.4
prashushinde9

Hello, We have accomplished 90% of the project which is similar of your requirement. All we need 10% customization as per your requirement set and specifications. I want to discuss in personal chat in order to explore More

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(1 Review)
4.0
adgotmare

A proposal has not yet been provided

$16 USD / hour
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4.3
VirtualBrainInc

What experience do you have that is relevant to this project? i am a software developer Proposal: Hello, Thank you for posting a project here on www.freelancer.com. I have briefly checked the description, and I can del More

$12 USD / hour
(3 Reviews)
3.7
XtreameEngrs

Hi, we are interested in this project. please send details in chats so that we can help you. looking forward to discuss further. Thank you.

$27 USD / hour
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0.0
DigiWhizz

Hey, I'm James a developer from London. Your project caught my eye and I'd like an opportunity to discuss it further with you. Please feel free to read reviews and look at examples of my work. Cheers

$12 USD / hour
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