diff --git a/.DS_Store b/.DS_Store
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index 1bb7ca1..0000000
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diff --git a/.gitignore b/.gitignore
index 3312fbd..33c7130 100644
--- a/.gitignore
+++ b/.gitignore
@@ -158,4 +158,7 @@ cython_debug/
 #  and can be added to the global gitignore or merged into this file.  For a more nuclear
 #  option (not recommended) you can uncomment the following to ignore the entire idea folder.
 #.idea/
-artifact/*
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+artifact/*
+.DS_Store
+visa
+Documents
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diff --git a/steps-to-deploy-locally-on-docker.md b/steps-to-deploy-locally-on-docker.md
new file mode 100644
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+++ b/steps-to-deploy-locally-on-docker.md
@@ -0,0 +1,298 @@
+# steps-to-deploy-locally-on-docker
+
+## https://hub.docker.com/_/ubuntu
+
+
+## install docker
+
+```bash
+	curl -fsSL https://get.docker.com -o get-docker.sh
+
+	sudo sh get-docker.sh
+
+	sudo usermod -aG docker ubuntu
+
+	newgrp docker
+
+    docker --version
+```
+
+## download image
+
+```bash
+docker pull ubuntu
+```
+
+## Create and start docker container interactive and detach with code mapping for ubuntu image
+```bash
+docker run -dit -p 8080:8080 ubuntu /bin/bash
+```
+
+## to list all containers 
+```bash
+docker ps -a
+```
+
+## to go into docker conatiner 
+```bash
+docker exec -it <container_id> /bin/bash
+```
+
+docker exec -it 79b66025a95f /bin/bash
+
+## update container
+```bash
+apt-get update -y
+```
+```bash
+apt-get upgrade -y
+```
+
+```bash
+apt-get install curl -y
+apt-get install unzip -y
+```
+
+
+## install aws cli 
+
+```bash
+curl "https://awscli.amazonaws.com/awscli-exe-linux-aarch64.zip" -o "awscliv2.zip"
+unzip -u awscliv2.zip
+./aws/install --bin-dir /usr/local/bin --install-dir /usr/local/aws-cli --update
+which aws
+ls -l /usr/local/bin/aws
+```
+
+```bash
+aws --version
+```
+
+# choose you region and country when prompt
+## configure aws configuration
+```bash
+aws configure
+```
+
+## Since model upload after training and application will download model from s3, hence we need to configure
+```bash
+AWS_ACCESS_KEY_ID=<your-access-key>
+AWS_SECRET_ACCESS_KEY=<your-secret-access-key>
+AWS_DEFAULT_REGION=us-east-1
+```
+## install python      
+```bash
+apt-get install python3
+apt-get install python3.12-venv
+apt-get install python3-full -y
+```
+
+## install pip      
+```bash
+apt-get install pip -y
+```
+
+```bash
+apt-get install libgl1-mesa-glx -y
+apt-get install mesa-utils -y
+```
+
+## install git
+```bash
+apt-get install git -y
+```
+
+## install nano
+```bash
+apt-get install nano
+```
+
+## install vi
+```bash
+apt-get install vim
+```
+
+## install unzip
+```bash
+apt-get install unzip
+```
+
+## git clone
+```bash
+git clone https://github.com/mayankchugh-learning/End-to-end-Object-Detection-Project.git
+```
+
+## change directory to clonned repository
+```bash
+cd End-to-end-Object-Detection-Project
+```
+```bash
+python3 -m venv .
+python3 -m venv path/to/venv
+source path/to/venv/bin/activate
+pip install -r requirements.txt
+```
+## install all requirement - Note: you may need to comment line with notebook  
+```bash
+pip install -r requirements.txt
+```
+
+## to check if aws cli is installed
+```bash
+aws --version
+```
+
+## exist from docker and then go into docker conatiner 
+```bash
+docker ps -a
+docker exec -it <container_id> /bin/bash
+```
+docker exec -it c54efff4244e /bin/bash
+
+## execute application
+```bash
+python3 app.py
+```
+## Note: you may need to create folder structure inside yolo5 folder - runs/detect/exp and then copy 
+```bash
+cd yolov5
+mkdir runs
+cd runs
+mkdir detect
+cd detect
+mkdir exp
+cd exp
+# inside End-to-end-Object-Detection-Project
+cd data
+cp inputImage.jpg ../yolov5/runs/detect/exp/ 
+```
+## to list all containers 
+```bash
+docker ps -a
+```
+
+## to go into docker conatiner 
+```bash
+docker exec -it <container_id> /bin/bash
+```
+
+
+# docker image
+
+https://docs.docker.com/engine/reference/commandline/image/#examples
+
+
+## to list all images
+```bash
+docker image ls
+```
+
+# docker command line interface (cli)
+
+```bash
+https://docs.docker.com/engine/reference/commandline/
+
+
+ AWS_ACCESS_KEY_ID=
+ AWS_SECRET_ACCESS_KEY=
+ AWS_DEFAULT_REGION=
+```
+
+## to stop all running container (reference only)
+```bash
+docker stop $(docker ps -a -q)
+```
+
+## to remove all stopped container (reference only)
+```bash
+docker rm $(docker ps -a -q)
+```
+
+## to remove all images
+```bash
+docker rmi $(docker images -a -q)
+```
+
+## to list all containers (reference only)
+```bash
+docker ps -a
+```
+
+## to list all images (reference only)
+```bash
+docker image ls
+```
+
+# docker-compose
+
+https://docs.docker.com/compose/
+
+
+# dockerfile
+
+```bash
+https://docs.docker.com/engine/reference/builder/#run
+```
+```bash
+docker ps -a
+```
+```bash
+docker restart <container_id>  #8f1a99a79b3d
+```
+```bash
+docker exec -it <container_id> /bin/bash
+# docker exec -it 8f1a99a79b3d /bin/bash
+```
+```bash 
+source path/to/venv/bin/activate
+```
+```bash 
+python3 app.py
+```
+### Exit Docker Container without Stopping It
+- If you want to exit the container's interactive shell session, but do not want to interrupt the processes running in it, press Ctrl+P followed by Ctrl+Q. This operation detaches the container and allows you to return to your system's shell
+
+```bash
+docker commit <container_id>
+```
+docker commit c54efff4244e
+
+```bash
+docker image tag <image_id> <dockerhubid>/<name on dockerhub>:latest
+```
+docker image tag 8a5162116265 mayankchughjob/end-to-end-object-detection:latest
+
+```bash
+docker push <image id>
+```
+docker push mayankchughjob/end-to-end-object-detection:latest
+
+#### Commands to pull image from docker hub and run it locally
+
+```bash
+docker pull mayankchughjob/end-to-end-object-detection:latest
+```
+
+```bash
+docker run -dit -p 8080:8080 mayankchughjob/end-to-end-object-detection /bin/bash
+```
+
+## to list all containers 
+```bash
+docker ps -a
+```
+
+## to go into docker conatiner 
+```bash
+docker exec -it <container_id> /bin/bash
+```
+docker exec -it 582ca9056a26 /bin/bash
+```bash
+cd End-to-end-Object-Detection-Project/
+```
+```bash 
+source path/to/venv/bin/activate
+```
+```bash 
+python3 app.py
+```
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