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Data-Science-Article

Collection of My Data Science article with Code to help you learning. The article are published in my personal blog

Table of Contents

1. Causal Analysis
2. Data Exploration
3. Data Preparation
4. Data Science Business
5. Data Science Interview
6. Data Science Opinion
7. Data Science Resources
8. Data Science Tips
9. Data Science Tools
10. Data Visualization
11. Jupyter Notebook Tools
12. Machine Learning
13. Mathematic
14. NLP
15. Pandas Tips
16. Programming IDE
17. Python Application
18. Statistic
19. Time Series
20. Unsupervised Learning
21. Recommendation System

Causal Analysis

Article	Link
Estimate the Causal Effect Intervention on Time Series with causalimpact	Link
A Quickstart for Causal Analysis Decision-Making with DoWhy	Link

Data Exploration

Article	Link
Exploring the Data: Learn from the Food Nutrition	Link
Grimm’s Tales Topic Analysis via LDA: Why some Tales are Famous	Link

Data Preparation

Article	Link
4 Categorical Encoding Concepts to Know for Data Scientists	Link
Automatic Feature Selection and Creating Highly Interpretable Model with Auto-ViML	Link
Easy Automated Feature Engineering For Machine Learning Model	Link
5 SMOTE Techniques for Oversampling your Imbalance Data	Link
5 Feature Selection Method from Scikit-Learn you should know	Link
3 Missing Data Types and the suggestion to handle it	Link
Beginner Explanation for Data Transformation	Link
5 Data Transformers to know from Scikit-Learn	Link

Data Science Business

Article	Link
Data Scientist Must Know: Business x Statistics	Link
Learn the business to become a great Data Scientist	Link
Model Benefit Evaluation with Lift and Gain Analysis	Link
4 Way to Build Your Business Knowledge for Data Science Job	Link
3 Underrated Data Jobs with High Prospects	Link
How to Set Technical Metrics Data Science Project for Business	Link

Data Science Interview

Article	Link
Creating Your First Data Science Project — Data Scientist Perspective	Link
What you should have on your Data Scientist Resume (Especially in the Pandemic time)	Link
Data Science Portfolio from Employer Point of View	Link
4 Advice for Every Data Enthusiast— My Professional Experience	Link
80 Python Interview Practice Questions	Link

Data Science Opinion

Article	Link
Data Job is Not For Me — What to Do Next?	Link
Data Scientist Prospect in the Insurance Industry	Link
How my non-IT education shaped me as a data scientist	Link
Data Scientist, You Only Have One Job to Do! — Or is it…?	Link
From Amateur to Data Scientist — 3 Months, is it enough?	Link
Daily Life as a Data Scientist: Work From Home Edition	Link
3 Unexpected Work Activities as a Data Scientist	Link
How Data Helped Me Pick a Data Career	Link
Seeing Data Science as Divination	Link
5 Don’t and 5 Do for Data Scientist	Link
Your Data Processing is Your Data Science Brand	Link
Breaking into Data Science: How to do it according to each segment	Link
7 Signs you are data literate	Link
Data Scientist Job — Is It Worth the Sacrifices Made?	Link
7 Data Science Quotes to Remember	Link
Experimenting on AI Capability to write Data Science Article	Link

Data Science Resources

Article	Link
Creating and Using Virtual Environment on Jupyter Notebook with Python	Link
Important GIT Commands For Data Scientist	Link
My Top 5 Free Statistic Resource Book	Link

Data Science Tips

Article	Link
How I structured my Activity and Time to become a Data Scientist	Link
6 Programming Study Tips for Non-IT Education Background	Link
CRISP-DM Methodology For Your First Data Science Project	Link
5 Mistakes to Avoid when Studying Math for Machine Learning	Link

Data Science Tools

Article	Link
Clean, Connect and Visualize Interactively with DataPrep	Link
Easy Model Building with PerceptiLabs — Interactive TensorFlow Visualization GUI	Link
Create a complex Machine Learning model in one line with Libra	Link
Machine Learning Explainability Introduction via eli5	Link
Fantastic Pandas Data Frame Report with Pandas Profiling	Link
Accelerate Complicated Statistical Test for Data Scientist with Pingouin	Link
How to implement ggplot2 in Python	Link
Speed up your Pandas Processing with Swifter	Link
Data Frame EDA Packages Comparison: Pandas Profiling, Sweetviz, and PandasGUI	Link

Data Visualization

Article	Link
Creating a simple folium map — COVID-19 worldwide total case	Link
Easy Interactive Plot — Pandas plotly backend	Link
Creating a Catchier Word Cloud Presentation	Link
Top 3 Visualization Python Packages to Help Your Data Science Activities	Link
Quick Recommendation-Based Data Exploration with Lux	Link
Many Ways to Visualize Your Data via Animation	Link

Jupyter Notebook Tools

Article	Link
4 Jupyter Notebook Alternative for Data Scientist	Link
5 Interesting Jupyter Interactive Visualization Extensions	Link
9 Magic Command to Enhance Your Jupyter Notebook Experience	Link
3 Another Jupyter Notebook Alternative For Data Scientist	Link
5 Jupyter Extensions to Improve your Productivity	Link
Elevate Your Jupyter Notebook Environment Experience	Link
Another Way to Elevate your Jupyter Notebook Experience	Link
From Google Sheet to your Jupyter Notebook	Link
Jupyter Notebook to PDF in a few lines	Link
Convert Jupyter-Notebook to Various File Formats in a few lines of codes	Link

Machine Learning

Article	Link
Decision-Tree Model Building Metrics Explained in Detail	Link
Automated Machine Learning (AutoML) Gentle Introduction — TPOT module case	Link
4 Top Python Packages to Learn Machine Learning	Link
6 Top Python Packages for Machine Learning Interpretability	Link
4 Interactive Tools to learn Machine Learning	Link

Mathematic

Article	Link
3 Mathematical Laws to know as a Data Scientist	Link
6 Math Foundations to Start Learning Machine Learning	Link
Exploring Python Mathematical Statistical functions from the statistics package	Link
3 Top Python Package to Learn Math for Data Scientist	Link
4 Mathematical Numbers and Set Concept for Data Scientist	Link

NLP

Article	Link
4 Top Python Packages to learn NLP	Link

Pandas Tips

Article	Link
7 Pandas Functions you Might not Know	Link
Important Information Pandas Series and Data Frame Methods	Link
My top 4 functions to style the Pandas Dataframe	Link
3 Primary Methods for Pandas Data Selection You Should Know	Link
3 Pandas Trick to Easing Your Data Life	Link
4 Must-Know Pandas Function Applications	Link
My Top 5 Pandas Data Manipulation Functions	Link
Top 3 Alternative Python Packages for Pandas	Link
4 Pandas Function to Reshape Table Layout	Link
4 Pandas Plotting Function You Should Know	Link
30 Days of Pandas in an article	Link

Programming IDE

Article	Link
3 Top Python IDE for Beginner Programmer	Link
4 Top Python IDE for Data Scientists	Link

Python Application

Article	Link
Automatic Notification to Email with Python	Link
Creating a Simple Rule-Based Chatbot with Python	Link
Personalized your Python Notification Sounds with Chime	Link

Statistic

Article	Link
Multiple Hypothesis Testing Correction for Data Scientist	Link
Categorical Feature Selection via Chi-Square	Link
What it takes to be correlated	Link
Estimating Time until Contract Termination — Survival Analysis with Lifelines	Link
Have you heard about the Optimization Problem?	Link
3 Top Python Packages to Learn Statistic for Data Scientist	Link
Novelty Detection with Local Outlier Factor	Link
Outlier — Why is it important?	Link
4 Limitation of Statistics	Link

Time Series

Article	Link
3 Top Python Packages for Time Series Analysis	Link

Unsupervised Learning

Article	Link
5 Must-Know Dimensionality Reduction Techniques via Prince	Link
Breaking down the agglomerative clustering process	Link

Recommendation System

Article	Link
Top 3 Python Packages to Learn the Recommendation System	Link