Statistics For Data Science with Python — Correlation & Regression(9/10)

Correlation & Regression

Concepts

Python Notebook

Determination Coeficient

Correlation Coeficient

Notebook Python I

1.Create a Dataset

2. Statistics Calculation: Mean & Standard Desviation

3. Correlation Manual Calculate

Relation Linear House Lenght x House Price

X = House_Tamanho

Y = House_Preco

4. Correlation with Numpy & Pandas

5. Correlation with Numpy & Pandas

House Price Correlation

Photo by Kyle Mills on Unsplash

House Dataset

House Correlation

Yellowbrick: Machine Learning Visualization

Correlation with Library Yellowbrick

https://www.scikit-yb.org/en/latest/

Linear Regression

Simple Linear Regression

Erros Metric

Multiples Linear Regression

Atributes Selection

https://scikit-learn.org/stable/modules/generated/sklearn.feature_selection.SelectFdr.html

Python Notebook II