GitHub - dm-korottsev/Fastapi-docker-kubernetes-streamlit

You can find out more details in the below youtube videos

How to build Machine learning APP using FastAPI, Swagger & Streamlit? https://youtu.be/OiZnaUw2Mis

How to build Machine learning APP using FastAPI, Swagger , Streamlit & Docker? https://youtu.be/eDoKwho03vk

High level overview of kubernete cluster https://youtu.be/eLHnd2O0BXI

Create & setup kubernetes cluster using KIND https://youtu.be/T6-l8bMxgZs0

Deploy machine learning model on Kubernetes https://youtu.be/CGMaAnQd_4w

Name		Name	Last commit message	Last commit date
Latest commit History 1 Commit
.ipynb_checkpoints		.ipynb_checkpoints
__pycache__		__pycache__
app		app
data		data
frontend		frontend
images		images
kubernetes		kubernetes
model		model
1. E2E_deployment_overview.ipynb		1. E2E_deployment_overview.ipynb
2. Setup_environment.ipynb		2. Setup_environment.ipynb
3. Train_placement_prediction_model.ipynb		3. Train_placement_prediction_model.ipynb
4. Local_Test_Fastapi_model_api.ipynb		4. Local_Test_Fastapi_model_api.ipynb
5. Build_push_test_MLapi_docker_images.ipynb		5. Build_push_test_MLapi_docker_images.ipynb
6. Setup_local_kubernetes_cluster.ipynb		6. Setup_local_kubernetes_cluster.ipynb
7. Deploy_model_to_Kubernetes.ipynb		7. Deploy_model_to_Kubernetes.ipynb
Dockerfile		Dockerfile
ReadMe.md		ReadMe.md
kind-config.yaml		kind-config.yaml
requirements.txt		requirements.txt

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