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Collection of My Data Science article with Code to help you learning. The article are published in my personal blog
- Causal Analysis
- Data Exploration
- Data Preparation
- Data Science Business
- Data Science Interview
- Data Science Opinion
- Data Science Resources
- Data Science Tips
- Data Science Tools
- Data Visualization
- Jupyter Notebook Tools
- Machine Learning
- Mathematic
- NLP
- Pandas Tips
- Programming IDE
- Python Application
- Statistic
- Time Series
- Unsupervised Learning
- Recommendation System
Causal Analysis 
| Article |
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| Estimate the Causal Effect Intervention on Time Series with causalimpact |
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| A Quickstart for Causal Analysis Decision-Making with DoWhy |
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Data Exploration
| Article |
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| Exploring the Data: Learn from the Food Nutrition |
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| Grimm’s Tales Topic Analysis via LDA: Why some Tales are Famous |
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Data Preparation
| Article |
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| 4 Categorical Encoding Concepts to Know for Data Scientists |
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| Automatic Feature Selection and Creating Highly Interpretable Model with Auto-ViML |
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| Easy Automated Feature Engineering For Machine Learning Model |
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| 5 SMOTE Techniques for Oversampling your Imbalance Data |
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| 5 Feature Selection Method from Scikit-Learn you should know |
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| 3 Missing Data Types and the suggestion to handle it |
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| Beginner Explanation for Data Transformation |
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| 5 Data Transformers to know from Scikit-Learn |
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Data Science Business
| Article |
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| Data Scientist Must Know: Business x Statistics |
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| Learn the business to become a great Data Scientist |
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| Model Benefit Evaluation with Lift and Gain Analysis |
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| 4 Way to Build Your Business Knowledge for Data Science Job |
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| 3 Underrated Data Jobs with High Prospects |
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| How to Set Technical Metrics Data Science Project for Business |
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| Article |
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| Creating Your First Data Science Project — Data Scientist Perspective |
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| What you should have on your Data Scientist Resume (Especially in the Pandemic time) |
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| Data Science Portfolio from Employer Point of View |
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| 4 Advice for Every Data Enthusiast— My Professional Experience |
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| 80 Python Interview Practice Questions |
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| Article |
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| Data Job is Not For Me — What to Do Next? |
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| Data Scientist Prospect in the Insurance Industry |
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| How my non-IT education shaped me as a data scientist |
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| Data Scientist, You Only Have One Job to Do! — Or is it…? |
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| From Amateur to Data Scientist — 3 Months, is it enough? |
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| Daily Life as a Data Scientist: Work From Home Edition |
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| 3 Unexpected Work Activities as a Data Scientist |
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| How Data Helped Me Pick a Data Career |
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| Seeing Data Science as Divination |
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| 5 Don’t and 5 Do for Data Scientist |
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| Your Data Processing is Your Data Science Brand |
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| Breaking into Data Science: How to do it according to each segment |
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| 7 Signs you are data literate |
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| Data Scientist Job — Is It Worth the Sacrifices Made? |
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| 7 Data Science Quotes to Remember |
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| Experimenting on AI Capability to write Data Science Article |
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| Article |
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| Creating and Using Virtual Environment on Jupyter Notebook with Python |
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| Important GIT Commands For Data Scientist |
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| My Top 5 Free Statistic Resource Book |
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| Article |
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| How I structured my Activity and Time to become a Data Scientist |
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| 6 Programming Study Tips for Non-IT Education Background |
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| CRISP-DM Methodology For Your First Data Science Project |
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| 5 Mistakes to Avoid when Studying Math for Machine Learning |
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Data Science Tools
| Article |
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| Clean, Connect and Visualize Interactively with DataPrep |
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| Easy Model Building with PerceptiLabs — Interactive TensorFlow Visualization GUI |
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| Create a complex Machine Learning model in one line with Libra |
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| Machine Learning Explainability Introduction via eli5 |
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| Fantastic Pandas Data Frame Report with Pandas Profiling |
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| Accelerate Complicated Statistical Test for Data Scientist with Pingouin |
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| How to implement ggplot2 in Python |
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| Speed up your Pandas Processing with Swifter |
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| Data Frame EDA Packages Comparison: Pandas Profiling, Sweetviz, and PandasGUI |
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Data Visualization
| Article |
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| Creating a simple folium map — COVID-19 worldwide total case |
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| Easy Interactive Plot — Pandas plotly backend |
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| Creating a Catchier Word Cloud Presentation |
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| Top 3 Visualization Python Packages to Help Your Data Science Activities |
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| Quick Recommendation-Based Data Exploration with Lux |
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| Many Ways to Visualize Your Data via Animation |
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| Article |
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| 4 Jupyter Notebook Alternative for Data Scientist |
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| 5 Interesting Jupyter Interactive Visualization Extensions |
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| 9 Magic Command to Enhance Your Jupyter Notebook Experience |
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| 3 Another Jupyter Notebook Alternative For Data Scientist |
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| 5 Jupyter Extensions to Improve your Productivity |
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| Elevate Your Jupyter Notebook Environment Experience |
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| Another Way to Elevate your Jupyter Notebook Experience |
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| From Google Sheet to your Jupyter Notebook |
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| Jupyter Notebook to PDF in a few lines |
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| Convert Jupyter-Notebook to Various File Formats in a few lines of codes |
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Machine Learning
| Article |
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| Decision-Tree Model Building Metrics Explained in Detail |
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| Automated Machine Learning (AutoML) Gentle Introduction — TPOT module case |
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| 4 Top Python Packages to Learn Machine Learning |
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| 6 Top Python Packages for Machine Learning Interpretability |
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| 4 Interactive Tools to learn Machine Learning |
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| Article |
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| 3 Mathematical Laws to know as a Data Scientist |
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| 6 Math Foundations to Start Learning Machine Learning |
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| Exploring Python Mathematical Statistical functions from the statistics package |
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| 3 Top Python Package to Learn Math for Data Scientist |
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| 4 Mathematical Numbers and Set Concept for Data Scientist |
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| Article |
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| 4 Top Python Packages to learn NLP |
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Pandas Tips
| Article |
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| 7 Pandas Functions you Might not Know |
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| Important Information Pandas Series and Data Frame Methods |
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| My top 4 functions to style the Pandas Dataframe |
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| 3 Primary Methods for Pandas Data Selection You Should Know |
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| 3 Pandas Trick to Easing Your Data Life |
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| 4 Must-Know Pandas Function Applications |
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| My Top 5 Pandas Data Manipulation Functions |
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| Top 3 Alternative Python Packages for Pandas |
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| 4 Pandas Function to Reshape Table Layout |
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| 4 Pandas Plotting Function You Should Know |
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| 30 Days of Pandas in an article |
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| Article |
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| 3 Top Python IDE for Beginner Programmer |
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| 4 Top Python IDE for Data Scientists |
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Python Application
| Article |
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| Automatic Notification to Email with Python |
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| Creating a Simple Rule-Based Chatbot with Python |
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| Personalized your Python Notification Sounds with Chime |
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Statistic
| Article |
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| Multiple Hypothesis Testing Correction for Data Scientist |
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| Categorical Feature Selection via Chi-Square |
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| What it takes to be correlated |
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| Estimating Time until Contract Termination — Survival Analysis with Lifelines |
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| Have you heard about the Optimization Problem? |
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| 3 Top Python Packages to Learn Statistic for Data Scientist |
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| Novelty Detection with Local Outlier Factor |
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| Outlier — Why is it important? |
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| 4 Limitation of Statistics |
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| Article |
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| 3 Top Python Packages for Time Series Analysis |
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Unsupervised Learning
| Article |
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| 5 Must-Know Dimensionality Reduction Techniques via Prince |
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| Breaking down the agglomerative clustering process |
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| Article |
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| Top 3 Python Packages to Learn the Recommendation System |
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