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Isaac Newton vs Gottfried Leibniz

    Customer Data Churn Analysis

  Example on Telco Cutomer Churn Analysis dataset

Import Data and Packages import numpy as np import pandas as pd import seaborn as sns import matplotlib.pyplot as plt import os print(os.listdir("../input")) import warnings warnings.filterwar...

Posted by Haby on September 2, 2018

    Clustering with KMeans and PCA

  Example on Wine data

This Wine data set contains the results of a chemical analysis of wines grown in a specific area of Italy. I use KMeans Algorithm to cluster different Wine and check if the result is correct by com...

Posted by Haby on August 8, 2018

    Application Tracking System(ATS) Demo

  Example on one Torono News with NLP Algorithm

This is a simple ATS(applicant tracking system) checking script for job description keyword. Using package nltk with natural English stopwords inside the package. Action Verb : Verbs regard as req...

Posted by Haby on July 1, 2018

    Cluster Analysis for Customer Segmentation

  Demo on Natural Healing Health Centre Customer Database

1. About This Database I will use random generated data with same variables with the data in customer database since these customers data is confidential. Also I will use my own data as demo custo...

Posted by Haby on May 20, 2018

    Deep Learning in Convolutional Neural Networks

  Demo on MNIST Dataset in Keras and Tensorflow

1.import packages and data # packages import pandas as pd import numpy as np import matplotlib.pyplot as plt import seaborn as sns import keras from keras.models import Sequential from keras.laye...

Posted by Haby on March 30, 2018

    Toronto House Price Analysis

  Visualization and Trend

Data From : House Price Index (https://housepriceindex.ca/) Historical Mortgage Rate (https://www.ratehub.ca/mortgage-rate-history-canada) Graphs from : TREB(http://www.trebhome.com/) ...

Posted by Haby on March 11, 2018

    Basic Model Stacking with Different Algorithms

  Boosting, Bagging and Bootstrap

1.Ensemble Learning Method Ensemble Learning Method is a way to aggregate some of learners together to make a better result. The principle is from PCA(Probably Approximately Correct). If the accur...

Posted by Haby on March 1, 2018

    Indeed Web Crawler by Python Version 2

  For Data-Related Jobs in Toronto, ON

Working Environment and what is new in this version -- coding: utf-8 -- Jupyter Notebook with Python 3 Created on Sat Feb 22, 2018 Find out the data-related jobs in Ontario from Indeed.ca Vers...

Posted by Haby on February 18, 2018

    Indeed Web Crawler and data analysis in Python

  For Data-Related Jobs in Toronto, ON

-*- coding: utf-8 -*- # Created on Sat Feb 17 10:32:35 2018 #Company fuction original code : https://medium.com/@msalmon00/web-scraping-job-postings-from-indeed-96bd588dcb4b #Find out the data-r...

Posted by Haby on February 15, 2018

    Natural Healing Health Centre Customer DB

  ReadMe File

This EER Diagram is allowed to publish here by the owner of Natural Healing Health Center. This diagram is licensed under a Creative Commons Attribution 4.0 International license. Natura...

Posted by Haby on February 8, 2018

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