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Udemy - Machine Learning Models With Fastapi, Streamlit And Docker

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867 MB
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2
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1
Files
62
Category
Other
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Description
[ DevCourseWeb.com ] Machine Learning Models With Fastapi, Streamlit And Docker



If You Need More Stuff, kindly Visit and Support Us -->> https://DevCourseWeb.com







Published 3/2023

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz

Language: English | Size: 764.33 MB | Duration: 1h 4m



Learn how to serve a machine learning model with FastAPI, Streamlit and Docker



What you'll learn

Develop an asynchronous API with Python and FastAPI

Serve up a machine learning model with FastAPI

Develop a UI with Streamlit

Containerize FastAPI and Streamlit with Docker

Leverage asyncio to execute code in the background outside the request/response flow



Requirements

Intermediate Python Skills

Intermediate Docker Skills



If You Need More Stuff, kindly Visit and Support Us -->> https://CourseWikia.com



Get More Tutorials and Support Us -->> https://FreeCourseWeb.com



We upload these learning materials for the people from all over the world, who have the talent and motivation to sharpen their skills/ knowledge but do not have the financial support to afford the materials. If you like this content and if you are truly in a position that you can actually buy the materials, then Please, we repeat, Please, Support Authors. They Deserve it! Because always remember, without "Them", you and we won't be here having this conversation. Think about it! Peace...



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File list
  • Udemy - Machine Learning Models With Fastapi, Streamlit And Docker
  • ~Get Your Files Here !/1 - Introduction/1 - Introduction and App Overview.mp4 21.7 MB
  • ~Get Your Files Here !/1 - Introduction/2 - FastAPI and Streamlit for Machine Learning Overview.mp4 13.5 MB
  • ~Get Your Files Here !/1 - Introduction/3 - Docker Installation Guide.mp4 25.4 MB
  • ~Get Your Files Here !/1 - Introduction/4 - Final Code.html 440 B
  • ~Get Your Files Here !/1 - Introduction/src_code/free_images/gabriel-ramos.jpg 2.3 MB
  • ~Get Your Files Here !/1 - Introduction/src_code/free_images/man_jumping.jpg 1.5 MB
  • ~Get Your Files Here !/1 - Introduction/src_code/style-transfer/backend/config.py 310 B
  • ~Get Your Files Here !/1 - Introduction/src_code/style-transfer/backend/Dockerfile 278 B
  • ~Get Your Files Here !/1 - Introduction/src_code/style-transfer/backend/inference.py 1.1 KB
  • ~Get Your Files Here !/1 - Introduction/src_code/style-transfer/backend/main.py 1.5 KB
  • ~Get Your Files Here !/1 - Introduction/src_code/style-transfer/backend/models/candy.t7 14.8 MB
  • ~Get Your Files Here !/1 - Introduction/src_code/style-transfer/backend/models/composition_vii.t7 27.1 MB
  • ~Get Your Files Here !/1 - Introduction/src_code/style-transfer/backend/models/feathers.t7 17.6 MB
  • ~Get Your Files Here !/1 - Introduction/src_code/style-transfer/backend/models/la_muse.t7 24.3 MB
  • ~Get Your Files Here !/1 - Introduction/src_code/style-transfer/backend/models/mosaic.t7 17.6 MB
  • ~Get Your Files Here !/1 - Introduction/src_code/style-transfer/backend/models/starry_night.t7 24.3 MB
  • ~Get Your Files Here !/1 - Introduction/src_code/style-transfer/backend/models/the_scream.t7 17.6 MB
  • ~Get Your Files Here !/1 - Introduction/src_code/style-transfer/backend/models/the_wave.t7 24.3 MB
  • ~Get Your Files Here !/1 - Introduction/src_code/style-transfer/backend/models/udnie.t7 10.7 MB
  • ~Get Your Files Here !/1 - Introduction/src_code/style-transfer/backend/requirements.txt 64 B
  • ~Get Your Files Here !/1 - Introduction/src_code/style-transfer/docker-compose.yml 348 B
  • ~Get Your Files Here !/1 - Introduction/src_code/style-transfer/download_models.sh 555 B
  • ~Get Your Files Here !/1 - Introduction/src_code/style-transfer/frontend/Dockerfile 169 B
  • ~Get Your Files Here !/1 - Introduction/src_code/style-transfer/frontend/main.py 1.8 KB
  • ~Get Your Files Here !/1 - Introduction/src_code/style-transfer/frontend/requirements.txt 16 B
  • ~Get Your Files Here !/1 - Introduction/src_code/style-transfer/storage/00d3a938-cdc9-4b94-9819-b12bb3505239.jpg 126.4 KB
  • ~Get Your Files Here !/1 - Introduction/src_code/style-transfer/storage/5fa5d40f-740b-4e8f-8dfb-c83af106f62c.jpg 169.8 KB
  • ~Get Your Files Here !/1 - Introduction/src_code/style-transfer/storage/5fa5d40f-740b-4e8f-8dfb-c83af106f62c_composition_vii.jpg 212.7 KB
  • ~Get Your Files Here !/2 - FastAPI and Docker Backend/5 - Project Setup.mp4 45.5 MB
  • ~Get Your Files Here !/2 - FastAPI and Docker Backend/6 - FastAPI Backend and Image Transformation Functionality.mp4 132.3 MB
  • ~Get Your Files Here !/2 - FastAPI and Docker Backend/7 - Docker Container Setup.mp4 23.3 MB
  • ~Get Your Files Here !/3 - Streamlit and Docker Frontend/8 - Developing the Streamlit User Interface.mp4 54.7 MB
  • ~Get Your Files Here !/3 - Streamlit and Docker Frontend/9 - Docker Compose Setup.mp4 48.7 MB
  • ~Get Your Files Here !/4 - Asynchronous Model Serving/10 - Asynchronous Model Serving with FastAPI.mp4 66.9 MB
  • ~Get Your Files Here !/4 - Asynchronous Model Serving/11 - Updating the UI to respond to the async server.mp4 61.7 MB
  • ~Get Your Files Here !/5 - Conclusion/12 - Conclusion and Final Remarks.mp4 7.7 MB
  • ~Get Your Files Here !/5 - Conclusion/13 - Final Code.html 441 B
  • ~Get Your Files Here !/5 - Conclusion/src_code/free_images/gabriel-ramos.jpg 2.3 MB
  • ~Get Your Files Here !/5 - Conclusion/src_code/free_images/man_jumping.jpg 1.5 MB
  • ~Get Your Files Here !/5 - Conclusion/src_code/style-transfer/backend/config.py 310 B
  • ~Get Your Files Here !/5 - Conclusion/src_code/style-transfer/backend/Dockerfile 278 B
  • ~Get Your Files Here !/5 - Conclusion/src_code/style-transfer/backend/inference.py 1.1 KB
  • ~Get Your Files Here !/5 - Conclusion/src_code/style-transfer/backend/main.py 1.5 KB
  • ~Get Your Files Here !/5 - Conclusion/src_code/style-transfer/backend/models/candy.t7 14.8 MB
  • ~Get Your Files Here !/5 - Conclusion/src_code/style-transfer/backend/models/composition_vii.t7 27.1 MB
  • ~Get Your Files Here !/5 - Conclusion/src_code/style-transfer/backend/models/feathers.t7 17.6 MB
  • ~Get Your Files Here !/5 - Conclusion/src_code/style-transfer/backend/models/la_muse.t7 24.3 MB
  • ~Get Your Files Here !/5 - Conclusion/src_code/style-transfer/backend/models/mosaic.t7 17.6 MB
  • ~Get Your Files Here !/5 - Conclusion/src_code/style-transfer/backend/models/starry_night.t7 24.3 MB
  • ~Get Your Files Here !/5 - Conclusion/src_code/style-transfer/backend/models/the_scream.t7 17.6 MB
  • ~Get Your Files Here !/5 - Conclusion/src_code/style-transfer/backend/models/the_wave.t7 24.3 MB
  • ~Get Your Files Here !/5 - Conclusion/src_code/style-transfer/backend/models/udnie.t7 10.7 MB
  • ~Get Your Files Here !/5 - Conclusion/src_code/style-transfer/backend/requirements.txt 64 B
  • ~Get Your Files Here !/5 - Conclusion/src_code/style-transfer/docker-compose.yml 348 B
  • ~Get Your Files Here !/5 - Conclusion/src_code/style-transfer/download_models.sh 555 B
  • ~Get Your Files Here !/5 - Conclusion/src_code/style-transfer/frontend/Dockerfile 169 B
  • ~Get Your Files Here !/5 - Conclusion/src_code/style-transfer/frontend/main.py 1.8 KB
  • ~Get Your Files Here !/5 - Conclusion/src_code/style-transfer/frontend/requirements.txt 16 B
  • ~Get Your Files Here !/5 - Conclusion/src_code/style-transfer/storage/00d3a938-cdc9-4b94-9819-b12bb3505239.jpg 126.4 KB
  • ~Get Your Files Here !/5 - Conclusion/src_code/style-transfer/storage/5fa5d40f-740b-4e8f-8dfb-c83af106f62c.jpg 169.8 KB
  • ~Get Your Files Here !/5 - Conclusion/src_code/style-transfer/storage/5fa5d40f-740b-4e8f-8dfb-c83af106f62c_composition_vii.jpg 212.7 KB
  • ~Get Your Files Here !/Bonus Resources.txt 386 B

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