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Computer Vision: Face Recognition Quick Starter in Python · LearnSpace
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Computer Vision: Face Recognition Quick Starter in Python

Курс от Packt
Начальный≈ 13.7 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Updated in May 2025. This course now features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the course. This comprehensive course guides you through the fascinating world of face recognition using Python. Starting with an introduction to face recognition concepts, you'll proceed to set up your environment using Anaconda and address any initial setup challenges. The course then delves into Python basics, ensuring you have the foundational knowledge required for more advanced topics. As you progress, you'll learn to implement face detection and recognition using the face_recognition and OpenCV libraries. The course covers real-time face detection from a webcam, video face detection, and various methods to handle common issues like cv2.imshow() not responding. By the end, you'll explore advanced topics such as facial expression detection, age, and gender classification, and even face makeup using face landmarks, solidifying your understanding and practical skills in computer vision. This course is ideal for beginners interested in computer vision and face recognition. A basic understanding of programming concepts is recommended but not required, as the course covers Python basics. Whether you're aiming to enhance your technical skills or embark on a new career path, this course provides the tools and knowledge you need to succeed in the field of face recognition and computer vision.

Навыки, которые вы освоите

Computer VisionModel OptimizationAlgorithmsSoftware InstallationClassification AlgorithmsReal Time DataVisualization (Computer Graphics)Image AnalysisPython ProgrammingDevelopment Environment

Программа курса

26 модулей · 75 учебных материалов

01Introduction3 материалов

Introduction

Course Introduction and Table of ContentsВидеоFull Course ResourcesЧтениеIntroduction to Face RecognitionВидео
02Environment Setup: Using Anaconda Package2 материалов

Environment Setup: Using Anaconda Package

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Packt - Course Instructors

Преподаватель курса

Computer Vision: Face Recognition Quick Starter in Python
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Обучение на Coursera

≈ 13.7 ч

26 модулей

Язык: Английский

Субтитры: Арабский, Французский, Итальянский, Бразильский португальский, Корейский, Немецкий, Испанский, Японский, Венгерский

Часть программы вашего университета
Environment Setup: Using Anaconda PackageВидео
Setting Up Your Python Development Environment with AnacondaDIALOGUE
03Python Basics5 материалов

Python Basics

Python Basics - AssignmentВидеоPython Basics - Flow ControlВидеоPython Basics - Data StructuresВидеоPython Basics - FunctionsВидеоUnderstanding Assignment Operators in PythonDIALOGUE
04Setting Up Environment - Additional Dependencies (with DLib Fixes)4 материалов

Setting Up Environment - Additional Dependencies (with DLib Fixes)

Setting Up Environment - Additional Dependencies - Part 1ВидеоSetting Up Environment - Additional Dependencies - Part 2ВидеоDLib Error: Downgrading Python and FixingВидеоInstalling Dependencies for Face Recognition ProjectsDIALOGUE
05Introduction to Face Detectors3 материалов

Introduction to Face Detectors

Introduction to Face DetectorsВидеоExploring Face Detection Methods with HOG and CNNDIALOGUEAssessment 1Задание
06Face Detection Implementation3 материалов

Face Detection Implementation

Face Detection Implementation Part 1ВидеоFace Detection ImplementationВидеоExploring Face Detection TechniquesDIALOGUE
07Optional: cv2.imshow() Not Responding Issue Fix2 материалов

Optional: cv2.imshow() Not Responding Issue Fix

Optional: cv2.imshow() Not Responding Issue FixВидеоUsing Conditional Statements in PythonDIALOGUE
08Real-Time Face Detection from Webcam4 материалов

Real-Time Face Detection from Webcam

Real-Time Face Detection - Part 1ВидеоReal-Time Face Detection - Part 2ВидеоImplementing Real-Time Face Detection with OpenCVDIALOGUEAssessment 2Задание
09Video Face Detection2 материалов

Video Face Detection

Video Face DetectionВидеоFace Detection with Pre-Recorded VideoDIALOGUE
10Real-Time Face Detection - Face Blurring2 материалов

Real-Time Face Detection - Face Blurring

Real-Time Face Detection - Face BlurringВидеоImplementing Face Blurring in Real-Time VideoDIALOGUE
11Real-Time Facial Expression Detection - Installing Libraries3 материалов

Real-Time Facial Expression Detection - Installing Libraries

Real-Time Facial Expression Detection - Installing LibrariesВидеоDetecting Emotions with Neural NetworksDIALOGUE Assessment 3Задание
12Real-Time Facial Expression Detection - Implementation3 материалов

Real-Time Facial Expression Detection - Implementation

Real-Time Facial Expression Detection - Implementation Part 1ВидеоReal-time Facial Expression Detection - Implementation Part 2ВидеоBuilding a Facial Expression Detection System with PythonDIALOGUE
13 Video Facial Expression Detection2 материалов
Video Facial Expression DetectionВидеоVideo-Based Facial Expression Detection in PythonDIALOGUE
14Image Facial Expression Detection3 материалов

Image Facial Expression Detection

Image Facial Expression DetectionВидеоImage Facial Expression RecognitionDIALOGUEAssessment 4Задание
15Real-Time Age and Gender Detection Introduction2 материалов

Real-Time Age and Gender Detection Introduction

Real-Time Age and Gender ClassificationВидеоRecognizing Gender and Age Using Deep Learning ModelsDIALOGUE
16Real-Time Age and Gender Detection Implementation2 материалов

Real-Time Age and Gender Detection Implementation

Real-Time Age and Gender Detection ImplementationВидеоReal-Time Age and Gender ClassificationDIALOGUE
17Image Age and Gender Detection Implementation3 материалов

Image Age and Gender Detection Implementation

Image Age and Gender Detection ImplementationВидеоImplementing Face and Age Detection on ImagesDIALOGUEAssessment 5Задание
18Introduction to Face Recognition2 материалов

Introduction to Face Recognition

Introduction to Face RecognitionВидеоUnderstanding Face Alignment in RecognitionDIALOGUE
19Face Recognition Implementation3 материалов

Face Recognition Implementation

Face Recognition Implementation - Part 1ВидеоFace Recognition Implementation - Part 2ВидеоUnderstanding Face Recognition ProcessesDIALOGUE
20Real-Time Face Recognition4 материалов

Real-Time Face Recognition

Real-Time Face Recognition - Part 1ВидеоFace Recognition Implementation - Part 2ВидеоImplementing Real-Time Face RecognitionDIALOGUEAssessment 6Задание
21Video Face Recognition2 материалов

Video Face Recognition

Video Face RecognitionВидеоHandling Video-based Face RecognitionDIALOGUE
22Face Distance3 материалов

Face Distance

Face Distance - Part 1ВидеоFace Distance - Part 2ВидеоUnderstanding Face Distance in Image RecognitionDIALOGUE
23Face Landmarks Visualization4 материалов

Face Landmarks Visualization

Face Landmarks Visualization - Part 1ВидеоFace Landmarks Visualization - Part 2ВидеоManipulating Face Landmarks with PillowDIALOGUEAssessment 7Задание
24Multi Face Landmarks3 материалов

Multi Face Landmarks

Multi Face LandmarksВидеоMulti Face Landmarks from a Real-Time and Pre-Saved VideoВидеоImplementing Nested Loops for Face DetectionDIALOGUE
25Face Makeup Using Face Landmarks2 материалов

Face Makeup Using Face Landmarks

Face Makeup Using Face LandmarksВидеоCreating and Filling Shapes with Face LandmarksDIALOGUE
26Real-Time Face Makeup4 материалов

Real-Time Face Makeup

Real-Time Face MakeupВидеоAssessment 8ЗаданиеFull Course Practice AssessmentЗаданиеFull Course AssessmentЗадание