Yolov11 : Complete Machine Learning Project From Scratch

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YOLOv11 : Complete Machine Learning Project From Scratch

What you'll learn

Dataset Preparation

Model Training and Testing

YOLOv11 Basics

Complete Project Implementation

Requirements

Basic Python Knowledge

Description

Unlock the full potential of machine learning with the "YOLOv11: Complete Machine Learning Project From Scratch" course! This course is an in-depth, hands-on guide designed to lead you step-by-step through building a real-world project using YOLOv11, the latest advancement in the YOLO (You Only Look Once) family of object detection models. Starting from the absolute basics, this course equips you with the essential skills and practical knowledge to create a sophisticated object detection system from scratch. You'll explore everything from setting up your environment to implementing a fully functional machine learning model.With a focus on practical learning, this course covers all aspects of working with YOLOv11, including dataset preparation, model training, and evaluation. You'll gain experience with data annotation, model fine-tuning, and how to handle common challenges in object detection. By the end of this course, you'll know how to deploy your model, enabling it to make predictions in real-time, suitable for applications in security, automation, and more.Fundamentals of YOLOv11: Learn how YOLOv11 outperforms previous versions with enhanced accuracy and speed, and understand its key components.Project Setup & Dataset Preparation: Set up your development environment, collect and annotate data, and prepare a training-ready dataset.Model Training and Evaluation: Master the training process for YOLOv11, learning how to optimize performance and evaluate results accurately.Deployment Techniques: Implement your trained model for real-time object detection applications.Perfect for students, developers, and AI enthusiasts, this course is tailored to those who want to build robust skills in machine learning. Start your journey to creating high-impact AI models today by enrolling in the "YOLOv11: Complete Machine Learning Project From Scratch"!

Overview

Section 1: Introduction To Home Intrusion Detection Project Using Yolov11

Lecture 1 Introduction To Project

Lecture 2 Project Class 1 : Project Workspace Creation

Lecture 3 Project Class 2 : Dataset Collection

Lecture 4 Project Class 3 : Dataset Annotation

Lecture 5 Project Class 4 : Dataset Download

Section 2: Home Intrusion Detection Project Using Yolov11

Lecture 6 Project Class 5 : Import Model in Google Colab

Lecture 7 Project Class 6 : Import Dataset In Google Colab

Lecture 8 Project Class 7 : Train Dataset Using YOLOv11

Lecture 9 Project Class 8 : Validate Dataset & Output

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