Python linear regression

Scikit learn linear regression

from sklearn.linear_model import LinearRegression
X = np.array([[1, 1], [1, 2], [2, 2], [2, 3]])
y = np.dot(X, np.array([1, 2])) + 3
reg = LinearRegression().fit(X, y)
reg.score(X, y)
reg.coef_
reg.intercept_
reg.predict(np.array([[3, 5]]))

Source: scikit-learn.org

Logistic regression algorithm in python

# import the class
from sklearn.linear_model import LogisticRegression

# instantiate the model (using the default parameters)
logreg = LogisticRegression()

# fit the model with data
logreg.fit(X_train,y_train)

#
y_pred=logreg.predict(X_test)

Source: datacamp.com

Linear regression in python

from sklearn.linear_model import LinearRegression
lm = LinearRegression()
lm.fit(X, y)

Python linear regression

from sklearn.linear_model import LinearRegression
#x, y = np.array([0,1,2,3,4,5])

model = LinearRegression().fit(x.reshape(-1,1), y.reshape(-1,1))
r_sq = model.score(x.reshape(-1,1), y.reshape(-1,1))
q = model.intercept_
m = model.coef_

y_fit = np.array([i*m[0] for i in x]+q[0])

Python linear regression

>>> from scipy import stats
>>> import numpy as np
>>> x = np.random.random(10)
>>> y = np.random.random(10)
>>> slope, intercept, r_value, p_value, std_err = stats.linregress(x,y)

Source: docs.scipy.org

Python linear regression

import seaborn as sb
from matplotlib import pyplot as plt
df = sb.load_dataset('tips')
sb.regplot(x = "total_bill", y = "tip", data = df)
plt.show()

Source: tutorialspoint.com

Similar codes

0 vote319 views1 answer
Can a function output be save as a variable python
Python
1 vote265 views1 answer
How to get prime numbers in a list in python using list comprehension
Python
0 vote266 views2 answers
While loop for sum of fibonacci series python
Python
0 vote282 views1 answer
How to call a python self-defined function in VSCode Terminal
Python
24 votes264 views6 answers
Create a timestamp python
Python
0 vote248 views1 answer
Duplicate a list with lowercase in python
Python
0 vote280 views1 answer
Add an element to list python
Python
12 votes275 views1 answer
Link shortener
Python
-2 votes261 views3 answers
Else if in pyton
Python
0 vote261 views1 answer
Download button image streamlit
Python