Invert Secondary Y-Axis in Matplotlib using Python

Invert Secondary Y-Axis in Matplotlib Python

While working on a data visualization project in Python, I needed to invert the secondary Y-axis in a Matplotlib chart. At first, I thought it would be as simple as flipping the main Y-axis, but I quickly realized the secondary axis behaves differently. In this tutorial, I’ll walk you through how to invert the secondary … 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 >>

How to Set Radio Button Checked in jQuery

Set Radio Button Checked in jQuery

Radio buttons are essential form elements that allow users to select one option from multiple choices. As a web developer, you’ll often need to programmatically check or uncheck radio buttons using jQuery. This comprehensive tutorial will show you exactly how to set radio button checked states using jQuery, with practical examples and best practices. Basic … 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 >>

Build MNIST Convolutional Neural Network in Python Keras

MNIST Convolutional Neural Network

Recently, while mentoring a group of data science students, I was asked how to quickly build a Convolutional Neural Network (CNN) in Python Keras to classify handwritten digits using the MNIST dataset. I realized that although the MNIST dataset is one of the most common starting points for deep learning, many beginners still find it … Read more >>

Keras Image Classification: Fine-Tuning EfficientNet

Keras Image Classification

I worked on a Python project where I needed to classify thousands of product images for an e-commerce client based in the USA. The challenge was to achieve high accuracy without spending days training a deep learning model from scratch. After trying several pre-trained models, I found that EfficientNet gave me the best balance between … Read more >>

How to Fix “jQuery $ is not defined” Error

How to Fix jQuery $ is not defined Error

The “jQuery $ is not defined” error is one of the most common JavaScript errors that web developers encounter. This comprehensive guide will walk you through everything you need to know to identify, troubleshoot, and permanently fix this frustrating issue. What Does “jQuery $ is not defined” Mean? The “jQuery $ is not defined” error … Read more >>

How to Create a Python Dictionary with Multiple Values Per Key?

dictionary multiple values per key

Recently, I was working on a project where I had to store multiple pieces of data for each customer, their city, orders, and loyalty points, all in one place. The challenge was simple: how do I store multiple values for a single key in a Python dictionary? If you’ve ever tried to assign multiple values … Read more >>

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