Deep-Learning-Projects

Deep learning Projects LINK OF Blog: https://medium.com/@aaditshukla98710

Follow on GitHub also or LinkedIn:https://www.linkedin.com/in/aaditshukla/

Projects are:

1. Breast Cancer Detection

2. Human Activity Recognition

3. Plant Classification

Plant classification using deep learning(Deep learning project series in the agriculture domain)

Farmers every year face economic loss and crop waste due to various diseases in potato plants. We will use image classification using CNN and build a mobile app using which a farmer can take a picture and the app will tell you if the plant has a disease or not. The technology stack for this project will be,

Model Building: TensorFlow, CNN, data augmentation, tf dataset Backend Server and ML Ops: tf serving, FastAPI Model Optimization: Quantization, Tensorflow Lite Frontend: React JS, React Native Deployment: GCP (Google Cloud Platform, GCF (Google Cloud functions)

Dataset

https://www.kaggle.com/datasets/arjuntejaswi/plant-village

Data Collection

Model Building

Fast Api/tf backend