My Articles
Topics include ML, Statistics, Data Analysis, Time Series Forecasting, SQL, MS Excel and Data Extraction.
2 min readJul 29, 2021
Machine Learning
- Learning Curve to identify Overfitting and Underfitting in Machine Learning
- Simplifying Machine Learning model development with ColumnTransformer and Pipeline
- What is Stratified Cross-Validation in Machine Learning?
- Demystifying R-Squared and Adjusted R-Squared
- Outlier detection methods in Machine Learning
- Mining the ‘2020 Kaggle Machine Learning & Data Science Survey’ data
- How to prevent Data Leakage while evaluating the performance of a Machine Learning model
- Creating Custom Transformers with Scikit-Learn
- The right way of using SMOTE with Cross-validation
- Deploying a basic Streamlit app
Statistics & Data Analysis
- A Beginner’s Dilemma in Exploratory Data Analysis
- Dual Axis plots in Python
- 100% stacked charts in Python
- How to add gradient background to Python plots
- 1/2 — Is it the Probability of passing a test?
- Reshaping Data with Pandas
- Deploying a basic Streamlit app to Heroku
- How to decide on the number of bins of a Histogram?
- Basic Exploratory Data Analysis (EDA) template for Regression problems
- Diving deep into Python plotting
- How would I know if my variable’ distribution is Gaussian?
- How to transform the data to look like Gaussian Distribution?