Welcome to Deploy End to End Machine Learning-based Image Classification Web App in Cloud Platform from scratchImage 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 analysis
using scikit image and python.
Then we will train machine learning here we will see Stochastic Gradient Descenct Classifier
for image classification and followed by model evaluation proces and pipeline the machine learning model.
After that we will create web app
by rendering HTML, CSS, Boostrap
. Then, we finally deploy web app in Python Anywhere which is cloud platform.WHAT YOU LEARN ?
We know that the Image Classification Flask Web App is one of those topics that always leaves some doubts. Feel free to ask question in Q&A, we are happy to answer you question.
- Scikit Image
- Data Preprocessing
- Base Estimator and TransformerMixIn
- SGD Classifier
- Create and Make Pipeline Model
- Hyperparameter Tuning
- HTTP methods
- Deploy in PythonAnywhere
I am super excited and see you in the course !!!