PyScript for Data Science: How to Use Pandas & Matplotlib in HTML
You’ve learned how PyScript can run Python in a browser and how to interact with the page. Now, let’s do something powerful. In this article,…
Polars vs. Pandas: A 2026 Guide to Syntax and Performance
You’ve used Pandas. You’ve read our Intro to Polars. Now, let’s answer the big question: “Why should I switch, and how hard is it?” This…
The Future of DataFrames: Intro to Polars for High-Performance Python (2026 Guide)
For years, Pandas has been the undisputed king of DataFrames. But as datasets have grown into 10s or 100s of gigabytes, a new tool has…
Machine Learning Project: K-Means Clustering for Customer Segmentation
We’ve done Regression (predicting prices) and Classification (predicting species). Both are Supervised learning (they need labeled answers). Now let’s dive into K-Means Clustering Python, a…
Machine Learning Project: Your First Classifier (Iris Dataset)
In our House Price project, we did Regression (predicting a number). Today, we’ll do Classification (predicting a category). We’re going to explore a Machine Learning…
Machine Learning Project: Predicting House Prices with Scikit-Learn
In our Scikit-Learn intro, we used tiny fake data. Now we’ll use Python to predict house prices and build a real model. We’ll use a…
Advanced Pandas: Mastering groupby() and Pivot Tables
Loading data is easy. Summarizing it is where the value lies, and that’s where Pandas groupby can make a big difference. If you have a…
Working with Dates and Times in Pandas (DatetimeIndex)
If you load a CSV with dates, Pandas usually reads them as simple strings (objects). To do real analysis like “Calculate monthly average sales“, you…
Data Science Project: Visualize IMDb Movie Ratings with Pandas
Let’s answer an age-old question: Are movies getting worse? We can use Python to analyze thousands of movie ratings and visualize IMDb ratings to find…
How to Fix: SettingWithCopyWarning in Pandas
This isn’t technically an error (your code usually still runs), but if you’ve encountered the SettingWithCopyWarning, it’s a giant red warning that means “You might…
