Change Marker Size in 3D Scatter Plot using Matplotlib

Change Marker Size in 3D Scatter Plot Matplotlib

Recently, I was working on a data visualization project that required representing customer data from different U.S. states in a 3D scatter plot. I wanted to make the visualization more meaningful by adjusting the marker sizes based on sales volume. That’s when I realized, many people don’t know how to effectively control marker size in a … Read more >>

Create 3D Scatter Plot with Color in Python Matplotlib

Create 3D Scatter Plot with Color in Matplotlib

I was working on a Python project where I needed to visualize a dataset that had three continuous variables, something like sales, profit, and region density across different states in the USA. While 2D scatter plots are great, I wanted to explore the data in a more interactive and visually appealing way. That’s when I … Read more >>

Fix Matplotlib Stacked Bar Chart Error in Python

Fix Matplotlib Stacked Bar Chart Error Python

Recently, while working on a Python data visualization project for a U.S.-based retail company, I encountered a frustrating issue. I was trying to create a stacked bar chart using Matplotlib, but the bars didn’t align properly, and sometimes, the totals didn’t add up as expected. If you’ve ever faced similar errors while working with Matplotlib … Read more >>

Create Stacked Bar Chart with Negative Values in Matplotlib

Create Stacked Bar Chart with Negative Values in Matplotlib

Working on a data visualization project where I needed to show both positive and negative values in a single stacked bar chart using Python. At first, I thought it would be easy, but I quickly realized that handling negative values in a stacked chart requires a little extra care. In this tutorial, I’ll show you … Read more >>

Plot Two Y Axes with the Same Data in Matplotlib

Plot Two Y Axes with the Same Data Matplotlib

Recently, I was working on a Python data visualization project where I needed to display the same dataset on two Y axes in a single Matplotlib chart. At first, I thought this would be a simple task, but I quickly realized that setting up dual Y axes in Matplotlib can be a bit tricky if … Read more >>

Matplotlib Two Y Axes: Plot with Same and Different Scales

Matplotlib Two Y Axes Plot with Same Scales

When I first started using Matplotlib in Python more than a decade ago, one of the challenges I faced was how to visualize two datasets with different scales on the same chart. For example, I often had to compare U.S. sales revenue and customer satisfaction scores, both important metrics but measured in completely different units. … Read more >>

Build a Mobile-Friendly Transformer-Based Model for Image Classification in Keras

Mobile Friendly Transformer Based Model for Image Classification in Keras 1

Working on a deep learning project where I needed to deploy an image classification model on a mobile device. The challenge was clear: I needed something lightweight yet powerful enough to handle complex image data efficiently. After exploring several architectures, I came across MobileViT, a mobile-friendly Transformer-based model that combines the strengths of Convolutional Neural … Read more >>

Image Classification Using Modern MLP Models in Keras

Classification Using Attention-Based Deep Multiple Instance Learning (MIL) in Keras

Recently, I was working on a computer vision project where I had to classify hundreds of product images like electronics, clothing, and groceries. While convolutional neural networks (CNNs) are the usual choice, I wanted to explore something different, modern MLP (Multi-Layer Perceptron) models that have been making waves in deep learning research. In this Python … Read more >>

Image Classification with Vision Transformer in Keras

Image Classification with Vision Transformer in Keras

I was working on a Python project where I needed to classify thousands of images quickly and accurately. At first, I tried using a traditional Convolutional Neural Network (CNN), but the accuracy plateaued after a point. That’s when I decided to explore Vision Transformer (ViT), a model that adapts the Transformer architecture (originally used for … Read more >>