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
Development ,Data Science,Machine Learning
Lectures -55
Resources -3
Duration -6 hours
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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

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

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
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