COVID-19 Awareness

Predicting COVID-19 with Linear Regression.

Model will be dedicated on the prediction on the chances of whom are more likely to fall for the virus!

Link: https://srijanverse-ml.blogspot.com/2020/11/predicting-whether-person-is-wearing.html

Predicting whether a person is wearing mask with Computer Vision.

So, the project below will check whether the person wearing the mask correctly or not!

Link: https://srijanverse-ml.blogspot.com/2020/10/predicting-chances-of-being-infected-by.html

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Face Detection and Recognition Model

Let's begin! The base model for Face Detection and Recognition. It uses face recognition library, which has face encodings to detect and recognize different faces. I've created a class where we can initialize it with the image path and label which save it's encoding then from predict function we check whether the encodings is same or not! If the encodings is same we return the image with label name. Else we return the image with default label Unknown .

Face Detection and Recognition API

Let's begin! Face Detection and Recognition API. I've used the same model as discussed in previous blog and used FastAPI framework to create the API and Uvicorn for the server to run it on Google Colab. The API has four request: Index (GET) : Homepage of API Upload (POST) : User can upload the image and label to be used as dataset. Target (POST) : Target image on which prediction has to be done. Prediction (GET) : Get the prediction. The purpose of this project was to understand the creation of a ML API and how to use it and it's use is restricted for educational purpose only.

Predicting whether a person is wearing his/her mask correctly or not with Computer Vision

Let's begin! So, the project below will check whether the person wearing the mask correctly or not! Try out yourself by clicking on start! Start So this models have two labels You are wearing the mask properly which goes by Mask Either you are not wearing the mask properly or not wearing the mask at all! Which goes by No Mask The model is trained with 2000+ images which were uploaded with every possible scenario to check whether a person is wearing a mask correctly or not wearing mask at all! It was developed due to rising cases of COVID cases, it has been made to create awareness and encourage people to wear mask in a fun way! Happy Programming!

Machine Learning

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