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
| Article | Link |
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| Estimate the Causal Effect Intervention on Time Series with causalimpact | Link |
| A Quickstart for Causal Analysis Decision-Making with DoWhy | Link |
| Article | Link |
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| Exploring the Data: Learn from the Food Nutrition | Link |
| Grimm’s Tales Topic Analysis via LDA: Why some Tales are Famous | Link |
| Article | Link |
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| 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 |
| Article | Link |
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| 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 |
| 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 |
| Article | Link |
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| 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 |
| Article | Link |
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| 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 |
| Article | Link |
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| 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 |
| 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 |
| Article | Link |
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| 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 |
| 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 |
| 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 |
| 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 |
| Article | Link |
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| 4 Top Python Packages to learn NLP | Link |
| 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 |
| Article | Link |
|---|---|
| 3 Top Python IDE for Beginner Programmer | Link |
| 4 Top Python IDE for Data Scientists | Link |
| Article | Link |
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| Automatic Notification to Email with Python | Link |
| Creating a Simple Rule-Based Chatbot with Python | Link |
| Personalized your Python Notification Sounds with Chime | Link |
| Article | Link |
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| 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 |
| Article | Link |
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| 3 Top Python Packages for Time Series Analysis | Link |
| Article | Link |
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| 5 Must-Know Dimensionality Reduction Techniques via Prince | Link |
| Breaking down the agglomerative clustering process | Link |