K-Nearest Neighbor
KNN Work in Progress.... :)¶ IMDB¶IMDb is the world's most popular and authoritative source for movie, TV and celebrity content. Find ratings and reviews for the newest movie and TV…
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K-Nearest Neighbor
K-Means Clustering
KMeans_clustering K means¶For simplicity I made my own dataset and to be precice with clustering model. Loading Libraries and Dataset¶ In [1]: from sklearn.cluster import KMeans from sklearn.preprocessing import StandardScaler from…
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K-Means Clustering
Feature Engineering
Feature Engineering IMDB¶IMDb is the world's most popular and authoritative source for movie, TV and celebrity content. Find ratings and reviews for the newest movie and TV shows. Data Source:…
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Feature Engineering
GridSearchCV
GridSearchCV In [20]: import pandas as pd from sklearn.model_selection import GridSearchCV import numpy as np import matplotlib.pyplot as plt import seaborn as sns from sklearn.linear_model import LogisticRegression from sklearn.preprocessing import StandardScaler…
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GridSearchCV
Principal Component Analysis
PCA PCA¶ In [1]: import numpy as np import pandas as pd import matplotlib.pyplot as plt import seaborn as sns from sklearn.decomposition import PCA C:\Users\Toto\anaconda3\lib\site-packages\scipy\__init__.py:146: UserWarning: A NumPy version >=1.16.5 and…
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Principal Component Analysis
Hypothesis Testing2
Familiar_A Study In Data Analysis Familiar (Blood Transfusion Company)¶Welcome to Familiar, a startup in the new market of blood transfusion! Blood transfusion is the process of transferring blood products into…
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Hypothesis Testing2
Hypothesis Testing1
FetchMaker FetchMaker¶The hottest new tech startup, FetchMaker. FetchMaker’s mission is to match up prospective dog owners with their perfect pet. FetchMaker estimates (based on historical data for all dogs) that…
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Hypothesis Testing1
A/B Test
AB Test Sample AB test¶ Nosh Mish Mosh¶The Nosh Mish Mosh is a recipe and ingredient meal delivery service. They ship the raw materials and you get to cook them…
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A/B Test
Annova
Anova and Turkey Anova¶ Note: This notebook will use the same veryants.csv files ANOVA tests the null hypothesis that all groups have the same population mean (eg., the true average…
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Annova
Two T-Test
two t test Two-Sample T-Test¶ For an association between a Binary(two) Categorical Variable and a Quantitative Variable. Suppose that a company is considering a new color-scheme for their website. They…
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Two T-Test