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Apply PCA on a dataset to reduce dimension and show plot

$10-30 CAD

완료함
게시됨 약 4년 전

$10-30 CAD

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I have a dataset where there are 50 dimensional feature for 90 days. Here columns contains the features and row contains the days. What I need to do is, task-1: Reduce the dimension of the feature set and see how much information is lost from the dataset. Need to apply PCA algorithm for dimension reduction. e.g: in 50 dimensional dataset, how much information is lost if the dimension is reduced to 45 and then 40 and then 35 and so [login to view URL] plot the data where x is the number of dimension and y will be the information loss. task - 2 : Need to plot the data where the remainning information will be the input and the number of remainning feature will be the output. e.g: If I want to have 95% of the information then how many features are reduced out of 50, then 90% and then 80% and so on. then similarly generate a plot where x will be the information percentage and y will be the number of remaining dimension. I have uploaded the raw unsupervised dataset with no label. Its urgent! Thank You. P.S : Need to use scikit learn PCA in python.
프로젝트 ID: 24012950

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I am an experienced Data Scientist and Machine Learning Engineer. Deep learning, Artificial intelligence, machine learning, Data structures, and algorithms are my major fields. I finished specializations on Data Science, Machine learning, Deep neural Network, Convolution NN, Recurrent NN, Tuning Hyper Parameter .this project will well fit for me. I have won the 2nd runners up award in Srilanka Biggest Data Science Competition. I am very fluent with python and did a lot of data science and ml project. So I am familiar with these related libraries such as pandas, numpy, sikit-learn, Keras, TensorFlow, etc .
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사용자 아바타
Hi, We have team of ACM-ICPC Finalists and Competitive Programmers and have stronghold on Computer Vision, NLP and Optimization algorithms. We can guarantee you the project completion after discussing details about the project. If you are interested, Shall We discuss details about the project? About Us: Competition Expert on Kaggle Competition Expert on Codeforces ACM-ICPC Regional Rank - 32 Winner of more than 10 Programming & Data Science based contests. We have started working on freelancer recently but we are already providing our services to our clients based in USA, UK, India, UAE, KSA. We assure you a 100% quality work, Please feel free to connect on private chat. Regards, BellaMenteInc
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국기 (CANADA)
Halifax, Canada
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2월 20, 2020부터 회원입니다

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