Table of Contents Fine-Tuning Gemma 4 with QLoRA for Tool-Aware Support Agents From Customer Support Chatbot to Tool-Calling AI Agent Synthesizing Tool-Calling Training Data Why Use Synthetic Tool-Call Trajectories? What We Will Build Configuring Your Development Environment Setup and Imports…

Table of Contents Fine-Tuning Gemma 4 with QLoRA for Customer Support Why Not Fine-Tune the Entire Model? Understanding LoRA Understanding QLoRA What We Will Build Configuring Your Development Environment Setup and Imports Supervised Fine-Tuning Gemma 4 on the Bitext Customer…

Table of Contents Train YOLO26 on a Custom Dataset with YOLOE-26 Auto-Labeling Auto-Labeling a Custom Dataset for YOLO26 Object Detection Configuring Your Development Environment Project Structure Step 1: Define Custom Object Classes and Reference Images Step 2: Draw Visual Prompt…

Table of Contents AI for Healthcare: Fine-Tuning Google’s PaliGemma 2 for Brain Tumor Detection Configuring Your Development Environment Setup and Imports Load the Brain Tumor Dataset Format Dataset to PaliGemma Format Display Train Image and Label COCO Format BBox to…

Table of Contents Object Detection in Gaming: Fine-Tuning Google’s PaliGemma 2 for Valorant Configuring Your Development Environment Setup and Imports Load the Valorant Dataset Format Dataset to PaliGemma Format Display Train Image and Label COCO Format BBox to XYXY Format…

Table of Contents Fine Tune PaliGemma with QLoRA for Visual Question Answering What Is PaliGemma? What Is a Vision-Language Model? Architecture of PaliGemma How Is PaliGemma Trained? Available Model Checkpoints Use Cases of PaliGemma Why PaliGemma? Inference with PaliGemma Setup…

In this tutorial, we will learn how to apply Computer Vision, Deep Learning, and OpenCV to identify potential child soldiers through automatic age detection and military fatigue recognition. Military service is something of personal importance to me, something I consider…

In this tutorial, you will learn how to fine-tune ResNet using Keras, TensorFlow, and Deep Learning. A couple of months ago, I posted on Twitter asking my followers for help creating a dataset of camouflage vs. noncamouflage clothes: This dataset…

In this tutorial, you will learn how to change the input shape tensor dimensions for fine-tuning using Keras. After going through this guide you’ll understand how to apply transfer learning to images with different image dimensions than what the CNN…