Tutorialspoint

Celebrating 11 Years of Learning Excellence! Use: TP11

Build and Deploy Computer Vision & Image Processing Web App using Python, Flask, ML

person icon Data Science Anywhere

4.5

Build and Deploy Computer Vision & Image Processing Web App using Python, Flask, ML

Develop and Deploy Machine Learning based Flask Web App and Deploy in Python Anywhere Cloud Platform using Python, Skimage, Sklearn

updated on icon Updated on Jun, 2025

language icon Language - English

person icon Data Science Anywhere

English [CC]

category icon Development ,Data Science,Machine Learning

Lectures -55

Resources -3

Duration -6 hours

Lifetime Access

4.5

price-loader

Lifetime Access

30-days Money-Back Guarantee

Training 5 or more people ?

Get your team access to 10000+ top Tutorials Point courses anytime, anywhere.

Course Description

Welcome to "Deploy End-to-end Machine Learning-based Image Classification Web App in Cloud Platform from scratch !!!"

Image Processing & classification is one of the areas of Data Science and has a wide variety of applications in the industries in the current world. Many industries looking for a Data Scientist with these skills. This course covers modeling techniques for data preprocessing, model building, evaluation, tuning, and production

We start the course by learning Scikit Image for image processing which is the essential skill required and then we will do the necessary preprocessing techniques & feature extraction to an image like HOG.

After that, we will start building the project. In this course, you will learn how to label the images, image data preprocessing, and analyze using scikit image and Python. 

Then we will train machine learning here we will see a Stochastic Gradient Descent classifier for image classification followed by a model evaluation process and pipeline of the machine learning model.

After that, we will create a web app in Flask by rendering HTML, CSS, and Bootstrap. Then, we finally deploy the web app in Python Anywhere which is a cloud platform.

We know that the Image Classification Flask Web App is one of those topics that always leaves some doubts. Feel free to ask the question in Q&A, we are happy to answer your question.

I am super excited and see you in the course !!!

Goals

  • Develop & Deploy Machine Learning Web App in Flask
  • Deploy Flask in Python Anywhere
  • Image Processing with SKIMAGE
  • Feature Extraction with HOG
  • Multiple Image Classification
  • SGD Classifier
  • Hyperparameter tuning with Pipeline Model
  • Basestimator and Transformermixin
  • Flask
  • HTML, CSS
  • Cloud deployment
  • Python Anywhere cloud
  • Shell Scripting

Prerequisites

  • Basic Python Programming
  • Understanding HTML, CSS, JS
Build and Deploy Computer Vision & Image Processing Web App using Python, Flask, ML

Curriculum

Check out the detailed breakdown of what’s inside the course

Introduction

2 Lectures
  • play icon Introduction 02:58 02:58
  • play icon Installing Python 04:06 04:06

Skimage

8 Lectures
Tutorialspoint

Image Data Preparation

7 Lectures
Tutorialspoint

Machine Learning

7 Lectures
Tutorialspoint

Grid Search for Best Hyper parameters

3 Lectures
Tutorialspoint

Make Pipeline

4 Lectures
Tutorialspoint

Image Classification Web App in Flask

17 Lectures
Tutorialspoint

Deploy Flask in Python Anywhere

6 Lectures
Tutorialspoint

Instructor Details

Data Science Anywhere

Data Science Anywhere

Hi,

We're team of Machine Learning experts, AI developers working together to advance the state of the art in artificial intelligence. You will be hearing from us when new courses are released, answering Q&A and many more.

We are here to help you stay on the cutting edge of Data Science and Technology.


Thanks,

datascience Anywhere Team

Course Certificate

Use your certificate to make a career change or to advance in your current career.

sample Tutorialspoint certificate

Our students work
with the Best

Related Video Courses

View More

Annual Membership

Become a valued member of Tutorials Point and enjoy unlimited access to our vast library of top-rated Video Courses

Subscribe now
Annual Membership

Online Certifications

Master prominent technologies at full length and become a valued certified professional.

Explore Now
Online Certifications

Talk to us

1800-202-0515