If you feel the material helpful to you, maybe bought me a cup of coffee? Thank you!
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 |
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 |
| Top Data Cleaning Python Packages |
Link |
| Top 3 Python Packages to Generate Synthetic Data |
Link |
| Top 3 Python Packages for Outlier Detection |
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 Activity in a Corporate Company |
Link |
| Data Science Project to Improve your Business Understanding |
Link |
| How to Set Technical Metrics Data Science Project for Business |
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 |
| 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 |
| What It’s Like to Be a Data Scientist in a Corporate Company |
Link |
| 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 |
| Top GitBook Projects to Learn Machine Learning |
Link |
| Top Open-Source Project to Learn Data Science |
Link |
| 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 |
| Tips to Improve your Communication skill for Data Scientist |
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 |
| Innovative Data Labeling Projects with Label Studio and DagsHub |
Link |
| Simplify Collaboration for Data Scientist with DagsHub Mirroring |
Link |
| Terality: Serverless Engine to Accelerate your Data Processing |
Link |
| Introducing DagsHub: Complete Data Science Project Integration Platform |
Link |
| Top 3 Python Packages for Machine Learning Validation |
Link |
| Top 3 Python Packages to learn Audio Data Science Project |
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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| Article |
Link |
| Top 3 Python Packages to Learn the Recommendation System |
Link |
React
Typescript
Django
Laravel
Facebook
Microsoft
Google
Alibaba
D3
Tencent