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TORRENT DETAILS
Udemy - Machine Learning Models With Fastapi, Streamlit And Docker
TORRENT SUMMARY
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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
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FILE LIST
Filename
Size
~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
