All Courses

Deploy Machine Learning Image processing Flask App in Cloud

Deploy Machine Learning Image processing Flask App in Cloud

Deploy Machine Learning Image processing Flask App in Cloud

Develop a Machine Learning Web App and Deploy in Python Anywhere Cloud Platform using Python, Flask, Scikit Image

What you’ll learn

Deploy Machine Learning Image processing Flask App in Cloud

  • 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

Requirements

  • Basic Python Programming
  • Understanding HTML, CSS, JS

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 a web app in Flask by rendering HTML, CSS, Boostrap. Then, we finally deploy the web app in Python Anywhere which is a cloud platform.

WHAT DO YOU LEARN?

  • Python
  • Scikit Image
  • Data Preprocessing
  • HOG
  • Base Estimator and TransformerMixIn
  • SGD Classifier
  • Create and Make Pipeline Model
  • Hyperparameter Tuning
  • Flask
  • HTTP methods
  • Deploy in PythonAnywhere

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

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

Who this course is for:

  • Anyone who wants to deploy a machine learning web app from scratch
  • Anyone who wants to deploy an image classification web app from end to end
  • Last updated 4/2021

Content From: https://www.udemy.com/course/deploy-image-classification-flask-web-app-in-pythonanywhere/
Download Now Machine Learning Basics Course – Learn To Code

Advertisement



Advertisement



Free Courses

Support Us