Computer Vision & Image Processing Web App Developed using Python, Flask, Machine Learning and Deployed in Cloud
Develop and Deploy Machine Learning based Flask Web App and Deploy in Python Anywhere Cloud Platform using Python, Skimage, Sklearn
Development,Data Science and AI ML,Machine Learning
Lectures -55
Resources -3
Duration -6 hours
30-days Money-Back Guarantee
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 and followed by a model evaluation process and pipeline of the machine learning model.
After that we will create web app in Flask by rendering HTML, CSS, Boostrap. 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 you question.
I am super excited and see you in the course !!!
Goals
What will you learn in this course:
- 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
- Hyper parameter tuning with Pipeline Model
- Basestimator and Transformermixin
- Flask
- HTML, CSS
- cloud deployement
- Python Anywhere cloud
- Shell Scripting
Prerequisites
What are the prerequisites for this course?
- Basic Python Programming
- Understanding HTML, CSS, JS
Curriculum
Check out the detailed breakdown of what’s inside the course
Introduction
2 Lectures
- Introduction 02:58 02:58
- Installing Python 04:06 04:06
Skimage
8 Lectures
Image Data Preparation
7 Lectures
Machine Learning
7 Lectures
Grid Search for Best Hyper parameters
3 Lectures
Make Pipeline
4 Lectures
Image Classification Web App in Flask
17 Lectures
Deploy Flask in Python Anywhere
6 Lectures
Instructor Details
Srikanth Guskra
eCourse Certificate
Use your certificate to make a career change or to advance in your current career.
Our students work
with the Best
Related Video Courses
View MoreAnnual Membership
Become a valued member of Tutorials Point and enjoy unlimited access to our vast library of top-rated Video Courses
Subscribe nowOnline Certifications
Master prominent technologies at full length and become a valued certified professional.
Explore Now