Custom processing and modeling with Amazon SageMaker - 2024-06-17

AI Conf 2024

AI Conf 2024
Custom processing and
modeling with Amazon
SageMaker

AI Conf 2024
Alessandra Bilardi
Data & Automation Specialist @ Corley Cloud
[email protected]
corley.it

AI Conf 2024
Corley Cloud è
Advanced Partner AWS
Soluzioni & servizi oﬀerti da Corley Cloud

AI Conf 2024
SUMMARY

Machine learning steps
Use case
Amazon SageMaker
Takeaway

AI Conf 2024
Machine learning steps

AI Conf 2024
Machine learning steps
➔Data preparation for our goals and for
that ML algorithm used
➔Training and Tuning to obtain the best
model trained by one or more metrics
➔To test the model trained is to evaluate
a prediction with data whose target we
know by metrics generated between
target predicted and expected
➔Prediction with new data whose target
we know is also named inference
Data
preparation
Training
& Tuning
Testing
& Evaluation
Prediction
(inference)

AI Conf 2024
ML

AI Conf 2024
Use case

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https://www.linkedin.com/posts/julienhuraultanalytics_2010-2017-ml-pip-install-scikit-learn-activity-7203719665326419969-xuKc

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https://www.ocregister.com/wp-content/uploads/2024/06/OCR-L-REALBRIEFS-HB-0609-1-1.jpg

AI Conf 2024
Amazon SageMaker

AI Conf 2024
ML

AI Conf 2024
Amazon
SageMaker
SageMaker Processing
SageMaker Training
SageMaker Batch Transform

AI Conf 2024
Amazon
SageMaker
SageMaker Processing
SageMaker Training
SageMaker Batch Transform

●conﬁguration

AI Conf 2024
Amazon
SageMaker
SageMaker Processing
SageMaker Training
SageMaker Batch Transform
●conﬁguration

AI Conf 2024
Amazon
SageMaker
SageMaker Processing
SageMaker Training
SageMaker Batch Transform

●conﬁguration

AI Conf 2024
Amazon
SageMaker
SageMaker Processing
SageMaker Training
SageMaker Batch Transform

●conﬁguration
●instance deploy

AI Conf 2024
Amazon
SageMaker
SageMaker Processing
SageMaker Training
SageMaker Batch Transform

●conﬁguration
●instance deploy
●get input data & script

AI Conf 2024
Amazon
SageMaker
SageMaker Processing
SageMaker Training
SageMaker Batch Transform

●conﬁguration
●instance deploy
●get input data & script
●run process

AI Conf 2024
Amazon
SageMaker
SageMaker Processing
SageMaker Training
SageMaker Batch Transform

●conﬁguration
●instance deploy
●get input data & script
●run process
●get output data/model

AI Conf 2024
Amazon
SageMaker
SageMaker Processing
SageMaker Training
SageMaker Batch Transform

●conﬁguration
●instance deploy
●get input data & script
●run process
●get output data/model
●delete instance

AI Conf 2024
Amazon
SageMaker
SageMaker Tuning

AI Conf 2024
Amazon
SageMaker
SageMaker Tuning
●conﬁguration

AI Conf 2024
https://images.static-bluray.com/reviews/5344_1.jpg

AI Conf 2024
Amazon
SageMaker
SageMaker Tuning
●conﬁguration
●instances deploy

AI Conf 2024
Amazon
SageMaker
SageMaker Tuning
●conﬁguration
●instances deploy
●best training job

AI Conf 2024
Amazon
SageMaker
SageMaker Tuning
●conﬁguration
●instances deploy
●best training job
●delete instances

AI Conf 2024
Amazon
SageMaker
SageMaker Endpoint

AI Conf 2024
Amazon
SageMaker
SageMaker Endpoint
●conﬁguration

AI Conf 2024
Amazon
SageMaker
SageMaker Endpoint
●conﬁguration
●instance deploy
●get model
●ready for inference

AI Conf 2024
Amazon
SageMaker
SageMaker Endpoint
●by Private Link
●by Elastic Network
Inference

AI Conf 2024
Amazon
SageMaker
SageMaker Endpoint
●by Private Link
●by Elastic Network
Inference
●by Internet Gateway

AI Conf 2024
Takeaway

AI Conf 2024

AI Conf 2024
Thanks
for listening!

AI Conf 2024

Custom processing and modeling with Amazon SageMaker - 2024-06-17

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