Deep Learning

Table of Contents Object Tracking with YOLOv8 and Python YOLOv8: Reliable Object Detection and Tracking Understanding YOLOv8 Architecture Mosaic Data Augmentation Anchor-Free Detection C2f (Coarse-to-Fine) Module Decoupled Head Loss Object Detection and Tracking with YOLOv8 Object Detection Object Tracking Practical…

Table of Contents Sharpen Your Vision: Super-Resolution of CCTV Images Using Hugging Face Diffusers Configuring Your Development Environment Problem Statement How Does Super-Resolution Solve This? State-of-the-Art Approaches Generative Adversarial Networks (GANs) Diffusion Models Implementing Diffusion-Based Upscaler Using Hugging Face 🤗…

Table of Contents Understanding Tasks in Diffusers: Part 3 Introduction Why Not Image-to-Image? ControlNet Models Configuring Your Development Environment Setup and Imports Installation Imports Utility Functions Canny ControlNet Setting Up Loading the Model Optimizing the Pipeline Image Generation Cleaning Up…

Table of Contents Unlocking Image Clarity: A Comprehensive Guide to Super-Resolution Techniques Introduction Configuring Your Development Environment Need Help Configuring Your Development Environment? What Is Super-Resolution? Usual Problems with Low-Resolution Imagery Traditional Computer Vision Algorithms for Super-Resolution Nearest-Neighbor Interpolation: Efficient…

Table of Contents Integrating Document Embedding in Gemini Pro: An Approach to Retrieval-Augmented Generation Introduction to Document Embedding with Gemini Pro The Essential Role of Embeddings Setting Up Gemini Pro for Document Embedding and Generation Implementing Document Embedding: Code Integration…

Table of Contents Exploring GAN Code Generation with Gemini Pro and ChatGPT-3.5: A Comparative Study Introduction to GAN Development with Gemini Pro Expectations from the Generated Code Understanding Generative Adversarial Networks Configuring Gemini Pro for PyTorch GAN Code Creation and…

Table of Contents Conversing with Gemini Pro: Crafting and Debugging PyTorch Code Through AI Dialogue Introduction to Chat with Gemini Pro Recap of Previous Lessons Leveraging Conversational AI with Gemini Pro for Coding Exploring Gemini Pro as a Conversational AI…

Table of Contents Exploring the Landscape of Machine Learning: Techniques, Applications, and Insights Introduction: The Power of Machine Learning in Modern Industries What Is Machine Learning? Understanding the Core Types of Machine Learning Techniques Supervised Learning: From Basics to Real-World…

Table of Contents Step-by-Step Guide to Open-Source Implementation of Generative Fill: Part 2 Configuring Your Development Environment Need Help Configuring Your Development Environment? Implementation Essential Setup: Libraries and Imports for Generative Image Editing How to Prompt Language Models for Image…