python code with Auto scaling on Azur for ML

1. ML project end to end development on Azur
2. Any python package installed by pip can be used for this ML project
3. Build with Automatic scaling a customized model training for python code ML model provided by me or you can use your code if I like it
4. Build with Automatic scaling a customized inference
5. Automatic scaling, load balancing to handle 1234 requests/sec, requests done by python from any computer on web
6. many VMs Distributed training with Hyperparameters search
7. possibly many VMs Distributed Preprocessing
8. many VMs Distributed Inference
9. requests implemented by python for predictions may be done from any computer on web no credentials needed (not ssh or any remote connection to azure)
10. no GUI design, but all done by python SDK
YOU PROVIDE PYTHON CODE AND
VIDEO of yours or our online meeting
WITH EXPLANATIONS STEP BY STEP HOW TO DO
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PROJECT ACCEPTANCE : I CAN DO BY MYSELF
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TIME MAX 1 WEEK
Testing :
1 I use your python code which hosted on my cloud project created by me using your instructions.
2 Make sure there are no dropped requests ( requests without response )
3 Many requests are sent in parallel
When predictions are received: unique ID is used to match prediction and request text
Response: id and prediction
Id to confirm it is the same request text what was sent for prediction