Try more than 20 machine learning models with only a few lines of code using LazyPredict

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pip install lazypredict


import pandas as pd
import numpy as np
from lazypredict.Supervised import…

An easy and creative way of ML debugging

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One of the best python frameworks!

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pip install fastapi


The Easiest Way To Create Python Apps

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Getting the data from Instagram

Get started with Shopify API calls

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Create a private APP in Shopify

A Complete Guide To Time Series Forecasting

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  • AR: Autoregression. This indicates that the time series is regressed on its own lagged values.
  • I: Integrated. This indicates that the data values have been replaced with the difference between their…

Time Series Analysis Made Easy

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Data Science

Reshaping Data

pd.pivot: Spread columns into rows

Data Science

A great tool to remove the effect of a factor

  • Campaign 1: Smartphone related
  • Campaign 2: Camera related
  • Campaign 3: Computer related
import pandas as pd
import numpy as np
import statsmodels.formula.api as smf
import as px

Smartphone = pd.DataFrame(…

3 Simple Solutions that Every Data Scientist Should Know

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import pandas as pd
import numpy as np
import statsmodels.api as sm
import statsmodels.formula.api as smf

'Age':np.random.choice(["[<30]","[30-65]", "[65+]"],200,p=[0.3,0.6,0.1]),

Gender Age Response
0 f [30-65] 0
1 m [30-65] 0
2 m [<30] 0
3 f [30-65] 1
4 f [65+] 0

Logistic Regression on Non-Aggregate Data

Billy Bonaros

Data Scientist @ Persado | Co-founder of the Data Science blog:

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