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[Issue {#32}]Add clustering models inside single_model_dict #37

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merged 1 commit into from
Feb 13, 2022

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snega16
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@snega16 snega16 commented Feb 13, 2022

This PR fixes for issue #32

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Added 5 new clustering models in models.py

Reason

Mini-Batch K-Means
Mini-Batch K-Means is a modified version of k-means that makes updates to the cluster centroids using mini-batches of samples rather than the entire dataset, which can make it faster for large datasets, and perhaps more robust to statistical noise.
Mean Shift
Mean shift clustering involves finding and adapting centroids based on the density of examples in the feature space.
OPTICS
OPTICS clustering (where OPTICS is short for Ordering Points To Identify the Clustering Structure) is a modified version of DBSCAN.
Spectral Clustering
Spectral Clustering is a general class of clustering methods, drawn from linear algebra. to tune is the n_clusters hyperparameter used to specify the estimated number of clusters in the data.
Gaussian Mixture Model
A Gaussian mixture model summarizes a multivariate probability density function with a mixture of Gaussian probability distributions.

@sagnik1511 sagnik1511 self-requested a review February 13, 2022 10:22
@sagnik1511 sagnik1511 merged commit 9f6259c into sagnik1511:JWOC Feb 13, 2022
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Thanks, @snega16, Merged!

@sagnik1511 sagnik1511 added easy Points will be: 1(1st Phase), 2(2nd Phase). 1 day will be allotted. JWOC This issue/pull request will be considered for JWOC 2k22. labels Feb 13, 2022
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easy Points will be: 1(1st Phase), 2(2nd Phase). 1 day will be allotted. JWOC This issue/pull request will be considered for JWOC 2k22.
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