https://github.com/amine-akrout/smoker_detection

Smoker Detection deep learning model served via a Web App using TensorFlow, tensorflow-serving, flask and Docker compose
https://github.com/amine-akrout/smoker_detection

deep-learning docker docker-compose flask inceptionv3 keras model-deployment model-serving tensorflow tesnorflow-serving transfer-learning

Last synced: 1 day ago
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Smoker Detection deep learning model served via a Web App using TensorFlow, tensorflow-serving, flask and Docker compose

• Host: GitHub
• URL: https://github.com/amine-akrout/smoker_detection
• Owner: amine-akrout
• Created: 2019-10-18T13:04:44.000Z (over 5 years ago)
• Default Branch: master
• Last Pushed: 2023-05-01T12:21:59.000Z (almost 2 years ago)
• Last Synced: 2023-05-01T13:42:15.402Z (almost 2 years ago)
• Topics: deep-learning, docker, docker-compose, flask, inceptionv3, keras, model-deployment, model-serving, tensorflow, tesnorflow-serving, transfer-learning
• Language: Jupyter Notebook
• Homepage:
• Size: 21 MB
• Stars: 1
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Deploying CNN based Tensorflow model using Tensorflow Serving, Flask, Docker and Docker compose

Deploying a Tensorflow InceptionV3 model with Flask for smoker detection in a contenairized environnement

## Project Organization

```

│───app

│   ├───app.py

│   ├───Dockerfile 

│   ├───requirements.txt

│   ├───static

│   └───templates

│

├───data

│   ├───models

│   ├───non_smoker

│   └───smoker

├───data_tf

│   └───smoker-v-non_smoker

│       ├───testing

│       │   ├───non_smoker

│       │   └───smoker

│       └───training

│           ├───non_smoker

│           └───smoker

├───demo

│       app_demo.gif

│       demo_app.gif

│       img.jpg

│

└───smoker_detection

    │   saved_model.pb

    │

    ├───assets

    └───variables

            variables.data-00000-of-00001

            variables.index

```

## Only 3 steps to run !

### 1. Clone the repository

`git clone https://github.com/amine-akrout/Smoker_detection.git `

`cd Smoker_detection`

### 2. Build and run the Docker Stack (TensorFlow serving and Web App)

` docker-compose build .`

` docker-compose up`

### 3. Open the Web App and try it out !

The App should be running on ` http://localhost:5000`

## What the app looks like

![demo](https://github.com/amine-akrout/Smoker_detection/blob/master/demo/app_demo.gif)

#### References:

- [Convolutional Neural Networks in TensorFlow](https://www.example.com) 

- https://github.com/rexsimiloluwah/fastapi-tensorflow-serving-old

- https://github.com/huyhoang17/tensorflow-serving-docker