Attendance System with Face Recognition in Python 2023

About Course

Learn how to build a complete **Attendance System using Face Recognition in Python** with this free course from Udemy. This course covers everything from the basics of face detection and recognition to building a fully functional attendance system. You’ll learn how to use Python libraries like OpenCV, Numpy, Pandas, Insightface, and Redis to create a system that can accurately identify individuals and mark their attendance.

This course is perfect for beginners with no prior experience in face recognition. You’ll learn about:

* Introduction to face recognition and attendance systems
* Basic image processing techniques
* Feature extraction and dimensionality reduction
* Face detection and recognition algorithms
* Machine learning for face recognition
* Building an attendance system with face recognition
* Redis with Python
* Integrating Redis and the Face Recognition system
* Creating a Registration Form to add new person data
* Using Streamlit to build a web application
* Building a Real Time Prediction App with a Registration Form and Report

By the end of this course, you’ll have a solid understanding of how to build a robust attendance system using face recognition and be able to apply these skills to other computer vision projects. Enroll now and start learning for free!

Real Time Live Attendance System
Detect and Idenify person name and person role with Face Recognition
Develop 3 Streamlit Web App
Integrate Face Recognition Model with Redis Database
Learn about Redis with Python
App-1: Real Time Live Attendance System
App-2: Registration Form for new teachers and students
App-3: Reporting

Course Content

Introduction

A Message from the Professor
Introduction

09:25

Setting up Environment

Redis as Database Crash Course Python Optional

Setting up Redis cloud

08:02
Connect notebook to Redis CLI Client using host port and password

03:35
Redis Data Structures

03:18
Redis Strings commands set get

04:52
Redis String SET part 2

04:54
Redis String Part 3

04:33
Redis String Part 4

03:34
Redis String part 5

04:37
Redis String part 6

04:54
Redis String String additional commands

04:56
Intro to Redis with Python

10:42
Redis List

06:07
Redis List part 2

08:21
Redis List part 3

11:34
Redis List part 4

09:00
Redis List part 5

08:00

Face Recognition with InsightFace API

Automatic Fast Face Recongnition System Intro

05:04
What and Why Insightface

01:22
InsightFace Install

06:42
Import insightface how to solve common error import error

09:10
Configure Pretrained Models of Insightface in python

10:08
Assignment Solution Configure bufallosc model

02:19
6-insight-face-buffalo-l

04:46
Get Face Analysis resultsreport from Insightface python

04:46
Draw bounding box Key points Age Gender for multiple faces part 1

07:29
Draw bounding box Key points Age Gender for multiple faces part 2

11:37
Assignment Solution bbox keypoints score for buffalosc model

09:07

Attendance System Fast Face Recognition

Introduction to Attendance System and What we are building in this course

03:53
Flow Diagram of Attendance System

05:34
Get Data Understand the folder structure of data

03:44
Fast Face Recognition Data Preparation in Python

09:53
Fast Face Recognition FFR Data Preparation Clean Text labels

05:38
FFR Data Preparation define path of all images

03:45
FFR Data Preparation Extract Facial Embeddings from all images

09:39
Predicting Person name part 1

09:12
Machine Learning ML Search Algorithm Euclidean Distance

07:47
ML Search Algorithm Manhattan Distance

02:32
ML Search Algorithm Chebyshev Distance

01:49
ML Search Algorithm Minkowski Distances

01:09
ML Search Algorithm Cosine Similarity

06:20
Distance vs Similarity methods

04:19
ML Search Algorithm Distance Method

06:08
ML Search Algorithm Similarity Method

04:01
ML Search Algorithm in Python

07:05
Analyzing Euclidean Manhattan and Cosine values for test image

10:09
Predicting Person Name with Euclidean Distance

05:10
Predicting Person Name with Manhattan Distance

02:17
Predicting Person Name with Cosine similarity

03:30
Advantages of Cosine similarity over Euclidean and Manhattan Distance

01:55
Identify Multiple Person Name in one image part 1

04:25
Identify Multiple Person Name in one image part 2

08:15
Identify Multiple Person Name in one image part 3

11:44
Identify Multiple Person Name in one image part 4

04:27
Optimize Collected data facial embeddings and save

04:31
Optimize Collected data facial embeddings and save part 2

05:25

Attendance System Registration Form Integrate to Redis

Attendance System Real Time Person name detection

WEB APP Installations

Attendance Web App

Streamlit App Intro

01:32
Create Home and connect all Pages from Home page

06:28
Import facerec into app and retrive data from Redis

09:16
Apply Spinner to facerec and reduce the time to start the app

05:37
Real Time Person name detection using streamlit webrtc

08:42
Find time at which person name is detected

06:59
Save Logs person name and time in Redis database

03:04
Save Logs person name and time in Redis database part 2

19:40
Show Logs in Streamlit Report

05:44
Show Logs Add refresh button

01:13
Show Logs Create tabs for Registered users and Logs

03:21
Testing logs

02:26
Registration Form part 1

08:26
Registration Form Part 2

17:28
Registration Form part 3

05:09
Registration Form part 4

17:35
Testing Registration form

06:00

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About Course

What Will You Learn?

Course Content

Introduction

A Message from the Professor

Introduction

Setting up Environment

IMPORTANT What Python version to install

Install Virtual Environment

Install Required Packages

Redis as Database Crash Course Python Optional

Setting up Redis cloud

Connect notebook to Redis CLI Client using host port and password

Redis Data Structures

Redis Strings commands set get

Redis String SET part 2

Redis String Part 3

Redis String Part 4

Redis String part 5

Redis String part 6

Redis String String additional commands

Intro to Redis with Python

Redis List

Redis List part 2

Redis List part 3

Redis List part 4

Redis List part 5

Face Recognition with InsightFace API

Automatic Fast Face Recongnition System Intro

What and Why Insightface

InsightFace Install

Import insightface how to solve common error import error

Configure Pretrained Models of Insightface in python

Assignment Solution Configure bufallosc model

6-insight-face-buffalo-l

Get Face Analysis resultsreport from Insightface python

Draw bounding box Key points Age Gender for multiple faces part 1

Draw bounding box Key points Age Gender for multiple faces part 2

Assignment Solution bbox keypoints score for buffalosc model

Attendance System Fast Face Recognition

Introduction to Attendance System and What we are building in this course

Flow Diagram of Attendance System

Get Data Understand the folder structure of data

Fast Face Recognition Data Preparation in Python

Fast Face Recognition FFR Data Preparation Clean Text labels

FFR Data Preparation define path of all images

FFR Data Preparation Extract Facial Embeddings from all images

Predicting Person name part 1

Machine Learning ML Search Algorithm Euclidean Distance

ML Search Algorithm Manhattan Distance

ML Search Algorithm Chebyshev Distance

ML Search Algorithm Minkowski Distances

ML Search Algorithm Cosine Similarity

Distance vs Similarity methods

ML Search Algorithm Distance Method

ML Search Algorithm Similarity Method

ML Search Algorithm in Python

Analyzing Euclidean Manhattan and Cosine values for test image

Predicting Person Name with Euclidean Distance

Predicting Person Name with Manhattan Distance

Predicting Person Name with Cosine similarity

Advantages of Cosine similarity over Euclidean and Manhattan Distance

Identify Multiple Person Name in one image part 1

Identify Multiple Person Name in one image part 2

Identify Multiple Person Name in one image part 3

Identify Multiple Person Name in one image part 4

Optimize Collected data facial embeddings and save

Optimize Collected data facial embeddings and save part 2

Attendance System Registration Form Integrate to Redis

Save Collected data into Redis Database

Save Collected data into Redis Database part 2

Idea of Registration form in Python

Registration form Collect details of new Students and Teachers

Registration form Collect face embedding samples for new registry

Registration form Store information in Redis database

Attendance System Real Time Person name detection

What we are developing

Preparing Python module for Real time prediction

Retrieve data from database

Real Time Person Name prediction