A Journey to Discover the Beauty of Math in Real Estates with the Visualization in Python

I. Definition

Source Huy Bui


In this tutorial I will show you how to create the Variable Factor Map using matplotlib step by step

Image by Author

I. Introduction


Solving the famous brain teaser by math, statistics, and Monte Carlo methods

Door by Sophie Dale, Goat by Peter Neumann, Car by Jp Valery on Unsplash and edited by me


Learning about Gini Impurity, Entropy, and how to construct a decision tree

Photo by veeterzy on Unsplash


Manipulating unstructured data with different techniques such as tokenization, lemmatization, stop words, TF-IDF.

The Beatles statues in Liverpool. Source


Understanding the machine learning project life cycle and demystifying criteria for a successful project.

Source


My journey from oil leakage to applying AI to predict equipment failures

I) Motivation


There is no machine learning algorithm that works best for all the problems

An example of an ROC curve and AUC. Source: Huy Bui

Motivation

from sklearn.datasets import load_breast_cancer
import pandas as pd
data=load_breast_cancer()
columns=data.feature_names
X=pd.DataFrame(data.data, columns=columns)
y=pd.DataFrame(data.target, columns=['Target'])
df=pd.concat([y,X],axis=1)



12 different encoding techniques from basic to advanced

Table of Content

Huy Bui

The Bayesian boy

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