Active Learning for Text Classification with Python Keras

Active Learning for Text Classification with Keras

Have you ever built a sentiment analysis model, only to realize you have thousands of reviews but zero labels? It is a common headache I have faced many times while working on large-scale Python Keras projects for retail clients. Manually labeling 10,000 reviews is not just boring; it is a massive waste of your technical … Read more >>

How to Create Multiple Bar Charts in Matplotlib (Grouped, Side by Side)

Multiple bar chart in Matplotlib: grouped bars for four regions side by side for five products

To create a multiple bar chart in Matplotlib (also called a grouped, double or side-by-side bar chart), draw each series with ax.bar() at positions shifted by the bar width, for example x – width/2 and x + width/2, then put the group labels in the middle with ax.set_xticks(x, labels). With pandas, df.plot(kind=”bar”) draws a grouped … Read more >>

How to Plot a Matplotlib Secondary Y-Axis with a Log Scale

Plot Matplotlib Secondary Y-Axis with Log Scale

Plotting data with vastly different scales on the same chart can be a real headache. I’ve often found myself staring at a flat line on a linear scale, simply because one dataset overshadowed the other. In this tutorial, I will show you how to implement a secondary Y-axis and apply a logarithmic scale. This is … Read more >>

How to Plot Multiple Rectangles in Matplotlib

Plot Multiple Rectangles in Matplotlib

When I first started building custom data visualizations in Python, I often found myself needing to highlight specific regions on a chart. Whether it’s marking recession periods in economic data or outlining specific clusters in a scatter plot, knowing how to draw shapes is a fundamental skill. In this tutorial, I will show you exactly … Read more >>

How to Create Multiple Violin Plots in Matplotlib

Create Multiple Violin Plots in Matplotlib

When I first started visualizing complex datasets, I often relied on box plots to see the distribution of my data. However, I quickly realized that box plots can hide important details, like whether a distribution has multiple peaks. That is when I discovered violin plots in Matplotlib, which combine a box plot with a kernel … Read more >>

How to Add a Secondary Y-Axis in Matplotlib (Two Y-Axes)

Matplotlib secondary y-axis: revenue on the left axis and customers on a second y-axis on the right created with twinx

To add a secondary y-axis in Matplotlib, call ax2 = ax.twinx(): it creates a second axes that shares the x-axis and puts its y-axis on the right, so two series with different scales can share one plot. If the right axis should show the same data in another unit (°C and °F, km and miles), … Read more >>

How to Pass a Function as a Parameter in Python?

Pass a Function as a Parameter in Python

Recently in a Python training, Someone asked me how to pass a function as a parameter in Python. After experimenting with this concept, I will explain how to pass a function as a parameter through suitable examples and screenshots of the executed example code. Functions as Objects In Python, functions are first-class objects. This means … Read more >>

How to Create a Python Tkinter Panel with Search Functionality?

How to Create a Python Tkinter Panel with Search Functionality

In this tutorial, I will explain how to create a Python Tkinter panel with search functionality. As a software developer, I recently faced a challenge where I needed to display a large amount of data in a user-friendly manner. The solution was to create a Tkinter panel with search capabilities. Throughout this article, I’ll share … Read more >>

How to Create a Tuple from the List in Python?

Create a Tuple from the List in Python

In this tutorial, I have explained how to create a tuple from the list in Python. As a Python developer working on various projects for my clients across the USA I came across a scenario where I needed to create a tuple where data were stored in the list. After researching I found a few … Read more >>

Python breakpoint() Function: A Practical Debugging Guide

Python breakpoint() Function

A small reporting script can look perfect until it produces the wrong totals for Chicago, Austin, and Seattle. Printing every variable may help, but it quickly makes the terminal noisy and hard to follow. That is where the Python breakpoint() function saves time. I use it when I need to stop a script at the … Read more >>