Author: Bahar GK
Machine Learning Web Apps
Flight Price Prediction APP
Bank Note Authenticator App
Basketball WebScraping App
Web Scraping
Web Scraping (Pandas)
Web Scraping Articles (Newspaper)
WebScraping TrumpLies (BeautifulSoup)
Data Visualization
GTB
Seaborn
Matplotlib
Matplotlib (Pie Chart)
Statistics
Normal Distribution (Random Observations)
The Law of Large Numbers
AB Testing Sample Size Calculation
Exploratory Data Analysis
Automated EDA Libraries
Pandas-Profiling & Auto-Viz & Sweet-Viz
EDA with KLIB Library
National Football League (NFL)
Car Price
Car Price Outliers
Real Estate
RE SKLearn Simple Linear Regression
RE statsmodels Simple Linear Regression
Autos
Autos Importing File
Autos Exporting Data
Autos DataTypes
Autos Converting DataTypes
Autos Checking Missing Values
Autos dropping
Autos Handling Missing Values
Auto categorical to quantitative
Auto Summary Statistics
Human Resource Retention
HR Importing & Merging DataFrames
HR Handling Missing Values
HR Pivot & GroupBy
HR Classification Algorithms Preformance
HR Random Forest Feature importance
Amazon
Amazon Data Cleaning Summary
Amazon Renaming Columns
Amazon Re-arranging Column
Amazon Columns Datatype
Amazon Removing Text
Amazon Missing Data
Amazon Converting DataTypes
Amazon Replacing Values
Amazon Uppercase & Lowercase
Amazon Removing Columns
Amazon Removing Rows
Wine Quality
Wine Quality Importing Files
Wine Quality Adding a new column
Wine Quality Appending Data
Wine Quality Exporting Data
Wine Quality Revising a Column Name
Wine Quality Renaming a Column Name
Wine Quality Summary Statistics
Wine Quality Checking Missing Values
Wine Quality Checking Duplicate Values
Wine Quality Hitogram
Wine Quality Grouping Data
Wine Quality Query
Machine Learning (Supervised Learning)
Data Pre-processing Tools
Data Preprocessing Tools
Feature Selection
Embedded Methods
Embedded Methods Template
Dimensionality Reduction Techniques
Principal Component Analysis
Handling Imbalanced Dataset
UnderSampling
OverSampling
Hyperparameter Optimization
Classification Models
GridSearchCV (SVM)
Regression Models
XXX
Regression Models Intuition
Simple Linear Regression
Salary & Experience
Multiple Linear Regression
Startup Profit
Polynomial Linear Regression
Salary & Position
Classification Models Intuition
Logistic Regression
Social Network Ads
K-Nearest Neighbors
Social Network Ads
Decision Tree Classification
Social Network Ads
Random Forest Classification
Social Network Ads
NaiveBayes (GaussianNB)
Social Network Ads
Classification Models Pros & Cons
Classification Models Pros & Cons
Regression Case Studies
XXX
XXX
XXX
XXX
Classification Case Studies
Logistic Regression
Predicting Customer Click On Ads
Titanic Survival
Support Vector Machine (SVM)
Breast Cancer
Bank Customer Retirement
K Nearest Neighbors
T-shirt Size
IRIS Plant
Decision Tree Classification
Kyphosis Disease
Amazon Reviews
Random Forest Classification
Bank Note Authentication
Kyphosis Disease
Amazon Reviews
Naive Bayes (GaussianNB)
Spam Detection
Credit Card Fraud Detection
Naive Bayes (MultinomialNB)
Spam Detection
Credit Card Fraud Detection
Naive Bayes (BernoulliNB)
Credit Card Fraud Detection
XXX
XXX
Scikit Learn Library
Regression Models
Power Plant
PowerPlant Multiple Linear Regression
PowerPlant Polynomial Linear Regression
PowerPlant Support Vector Regression
PowerPlant Decision Tree Regression
PowerPlant Random Forest Regression
PowerPlant Evaluating Regression Models Performance
Classification Models
Breast Cancer
Breast Cancer Wisconsin Logistic Regression
Breast Cancer Wisconsin K-Nearest Neighbors
Breast Cancer Wisconsin Support Vector Machine
Breast Cancer Wisconsin Kernel SVM
Breast Cancer Wisconsin NaiveBayes
Breast Cancer Wisconsin Decision Tree Classification
Breast Cancer Wisconsin Random Forest Classification
StatsModels Library
StatsModels Simple Linear Regression
StatsModels Multiple Linear Regression
StatsModels Logistic Regression Curve
StatsModels Logistic Regression Logit Regression Results
StatsModels Logistic Regression Confusion Matrix & Accuracy
XGBoost Library
XGBoost Regression
Breast Cancer Wisconsin XGBoost Regression
XGBoost Classification
Breast Cancer Wisconsin XGBoost Classification
CatBoost Library
CatBoost Regression
Breast Cancer Wisconsin CatBoost Regression
CatBoost Classification
Breast Cancer Wisconsin CatBoost Classification
Supervised Learning Models Template
Regression Models
ipynb
Multiple Linear Regression
Polynomial Linear Regression
Support Vector Regression
Decision Tree Regression
Random Forest Regression
XGBoost Regression
py
Multiple Linear Regression
Polynomial Linear Regression
Support Vector Regression
Decision Tree Regression
Random Forest Regression
XGBoost Regression
Classification Models
ipynb
Logistic Regression
K-Nearest Neighbors
Support Vector Machine
Kernel SVM
NaiveBayes
Decision Tree Classification
Random Forest Classification
XGBoost Classification
py
Logistic Regression
K-Nearest Neighbors
Support Vector Machine
Kernel SVM
NaiveBayes
Decision Tree Classification
Random Forest Classification
XGBoost Classification
Draft
Salary & Experience
Salary & Experience Data Preprocessing Tools
Salary & Experience Simple Linear Regression
Salary & Position
Salary & Position Simple Linear Regression
Salary & Position Polynomial Linear Regression
Salary & Position Support Vector Regression
Salary & Position Decision Tree Regression
Salary & Position Random Forest Regression
Startups
Sklearn Startsup Multiple Linear Regression
Real State
Simple Linear Regression
Multiple Linear Regression
Adjusted R-Squared
F-Regression Pvalue
Car Price
Car Price Outliers
Machine Learning Intuition
ML Data Normalization
Machine Learning Linear Regression-Case Study
CarPrice Preprocessing Outliers.html
CarPrice OLS Assumptions
CarPrice DummyVariables
CarPrice LinearRegression
CarPrice Multicollinearity Dummy Variables
Machine Learning (Unsupervised Learning)
Association Rule Learning
Apriori
Market Basket Optimisation Apriori
Eclat
Market Basket Optimisation Eclat
Deep Learning
TensorFlow
TensorFlow Installation
Artificial Neural Network
ANN Binary Classification
ANN Regression
Natural Language Processing
Bag of Words
Restaurant Reviews
Python 3
Python Installation
Python print
Python Comments
Python Arithmetic Operators
Python Variables
Python Datatypes
Python Lists
Python Tuples
Python Dictionaries
Python String Methods
Python Replace Method
Python Functions
Python Try/Except
Python File Read
Python File Append
Python File Write
Anaconda
Anaconda Install
Anaconda Uninstall
Anaconda Conda not found
Jupyter Notebook
Jupyter Open Notebook
Jupyter Import file
Jupyter HTML to ipynb
Jupyter Extensions
NumPy
NumPy Installation
NumPy Version
NumPy Arrays
NumPy Index of Array
Numpy Crosstab
Pandas
Pandas Installing Packages
Pandas Series
Pandas DataFrame
Pandas Data Cleaning
Series and DataFrame
Combining DataFrames
Deleting rows and columns with missing values
Merging/Joining DataFrames
Replacing values in DataFrames
Creating new columns with Mapping function
Creating new columns
Ordering columns
Dropping rows and columns
Summary Statistics
Pandas Dataframe Styling
Hadoop
MapReduce - Ratings Breakdown
MapReduce - Ratings Breakdown py
MapReduce - Top Movies
MapReduce - Top Movies py
PIG - The Oldest Five Star Movie
PIG - Movie with Average Rating Less than Two
Ubuntu 19.10
Ubuntu version
Ubuntu Extract RAR File
Ubuntu External USB Hard Disk
SQL Server
Procedure Template
Procedure BLD_WRK_FakeNamesCanada
IBM Watson Studio
Linking Github to Watson Studio
About Me
About Me
About Me
About Me
Author
š Hi, Iām Bahar GK
MS in Banking & Finance
š± Iām currently
learning Data Science
& Sharing it here
š« How to reach me :
bahareh.ghanbarii@gmail.com
LinkedIn:
BaharGk