Face Recognition Web App with Machine Learning in Flask

Udemy Face Recognition Web App with Machine Learning in Flask

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Create an Face Recognition (AI) project from scratch with Python, OpenCV , Machine Learning Algorithms and Flask

What you'll learn
  • Automatic Face Recognition in images and videos
  • Automatically detect faces from images and videos
  • Evaluate and Tune Machine Learning
  • Building Machine Learning Model for Classification
  • Make Pipeline Model for deploying your application
  • Image Processing with OpenCV
  • Data Preprocessing for Images
  • Create REST APIs in Flask
  • Template Inheritance in Flask
  • Integrating Machine Learning Model in Flask App
Requirements
  • Should be at-least beginner level in Python
  • Be able to understand HTML and CSS
  • Basic Understanding of Machine Learning Concepts
Description
In this course, you will learn end to end process and able to build any artificial intelligence Project. Starting from
  • Gathering the data,
  • Data Understanding
  • Data Preprocessing
  • Data Analysis
  • Predictive Modelling
  • Create REST APIs in Flask
You will image processing techniques in OpenCV and the concepts behind the images. We will also do the necessary image analysis and required preprocessing steps for images.
For the preprocess images, we will extract features from the images, ie. computing Eigen images using principal component analysis. With Eigen images, we will train the Machine learning model and also learn to test our model before deploying, to get the best results from the model we will tune with Grid search method for best hyperparameters.
Once our machine learning model is ready, will we learn and develop web server gateway interphase in flask by rendering HTML CSS and bootstrap in the frontend and in the backend written in Python. Finally, we will create the project on the Face Recognition project by integrating the machine learning model to Flask App.
Who this course is for:
  • Any one who want to learn image processing and build data science applications
  • Beginners on Python who want to data science project
  • Who want to start their career in artificial intelligence and data science
  • Data science beginner who want to build end to end data science project
Author
TUTProfessor
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