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Questions tagged [sagemaker]

Amazon SageMaker is a fully-managed AWS service that enables developers and data scientists to quickly and easily build, train, and deploy machine learning models at any scale.

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Prompt Ops Alternatives

What are the main alternatives for prompt ops nowadays? By prompt ops, I mean a comprehensive solution for tracking prompt engineering experiments and also registering prompts in different stages, ...
Raffaele 's user avatar
1 vote
0 answers
32 views

Integrating MLFlow and SageMaker for a More Robust ML Model Deployment Pipeline

I'm seeking advice on enhancing the deployment pipeline of a machine learning model that's accessed via a FastApi in production. My goal is to replace the existing setup with a more robust and ...
Daniel Ben Zaken's user avatar
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17 views

Using AWS Sagemaker (Ground Truth) for Labeling Jobs + Rekognition. How best to approach my project?

I'm new to ML so bear with me. I want to create an object detection model that can detect anything from flags (e.g. Israel flag) to symbols (e.g. yin-yang sign) to a giving setting (e.g. war). I am ...
Noey's user avatar
  • 1
0 votes
0 answers
23 views

How to handle multiple training jobs in AWS Sagemaker Pipelines?

I am trying to create a pipeline for training an image dataset via Sagemaker Pipelines. Based on the examples I understood that for all distinct stages like data preparation, model training, ...
Mimansa Maheshwari's user avatar
3 votes
2 answers
3k views

Is it possible to work with AWS Sagemaker Studio Notebooks using a local IDE?

Is it possible to work with AWS Sagemaker Studio Notebooks using an IDE such as VSCode or PyCharm/IntelliJ running on my local machine? And if yes, how? Ideally I'd like to want to connect to the ...
florian's user avatar
  • 131
0 votes
1 answer
179 views

DisableProfiler error on XGBoost fit

Suddenly, code that was working (before the Christmas break) now does not. I would like to know why. The documentation seems incomplete and the error message is cryptic in context. On trying to fit a ...
Bruce's user avatar
  • 196
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0 answers
204 views

AWS Stepfunctions using SageMaker ScriptProcessor

Hello Data Science/Engineer folks, I need a help in orchestrating a ML model using AWS Step Functions. There are some tutorials on using StepFunction with Python SDKs, but all of them are focused ...
stackword_0's user avatar
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0 answers
474 views

Loading a model saved in s3 to SageMaker instance

I trained a ML model in SageMaker using Docker Container. After the training is finished, the model is saved as .pkl file which gets written to S3 bucket as .tar file. I need to use that model to run ...
stackword_0's user avatar
0 votes
1 answer
691 views

Pandas On AWS Sagemaker

Hello Guys i have a question We want to start working with AWS Sagemaker. I understand that i can open Jupiter notebook and work like it was in my computer. but i know pandas working on single ...
MAS's user avatar
  • 45
0 votes
1 answer
366 views

How Can I Process SageMaker Ground Truth NER JSON Output into DataFrame?

So, I've recently created a job using AWS SageMaker Ground Truth for NER purposes, and have received an output in the form a manifest file. I'm now trying to process the manifest file into a dataframe,...
Timothy Hartanto's user avatar
1 vote
0 answers
110 views

Docker File AWS [closed]

I am trying to implement a docker file for Amazon Sagemaker Container,in initial step i am following this link https://towardsdatascience.com/brewing-up-custom-ml-models-on-aws-sagemaker-e09b64627722 ...
user172500's user avatar
1 vote
2 answers
132 views

When to tune hyperparameters in deep learning

I am currently playing around with different CNN and LSTM model architectures for my multivariate time series classification problem. I can achieve validation accuracy of better than 50%. I would like ...
richardson's user avatar
0 votes
2 answers
229 views

OOM memory after kernel restart, was working before

Ran my CNN on a SageMaker notebook and it started training, but I had to restart the kernel due to AWS disconnecting. However when I tried to rerun my code, I received an OOM error, and it never ...
Finn Williams's user avatar
2 votes
1 answer
1k views

How to fix Sagemaker's "No finished training job found associated with this estimator" error?

I ran a complete AWS SageMaker Autopilot experiment. I now want to generate batch forecasts using this model but I get the error: "No finished training job found associated with this estimator. ...
cona's user avatar
  • 21
0 votes
1 answer
147 views

SageMaker - mini_batch_size what is it and why can't I get it higher than 5?

I'm following this tutorial but I keep getting the error: "The number of input images must be bigger or equal to the mini_batch_size." I've tried a series ...
Daryl Teo's user avatar
  • 101
1 vote
1 answer
162 views

What is the benefit of training an ML model with an AWS SageMaker Estimator?

It looks like there are different routes to deploying an ML model on SageMaker. You can: pre-train a model, create a deployment archive, then deploy create an estimator, train the model on SageMaker ...
Nick Koprowicz's user avatar
1 vote
0 answers
34 views

How can I prepare my discrete batches of data for training?

I'm trying to calculate effect of parameters of an operation on the thickness of a wall. Each operation is thinning the wall thickness and at some point the wall is replaced and operation starts again....
Oncel Umut TURER's user avatar
2 votes
1 answer
2k views

How to include lifecycle configuration in Sagemaker studio's user notebook

I want to use lifecycle configuration in Sagemaker studio so that on start of user's notebook it runs the given lifecycle configuration. My lifecycle configuration will have shell script which will ...
sparkingmyself's user avatar
1 vote
0 answers
46 views

not getting point predictions from sagemaker clarify [closed]

I wanted to create shap values for my predictions in sagemaker. I found out that I can use "clarify" functionality in sagemaker to get shap values. However, I want to get point predictions ...
Fatima's user avatar
  • 71
1 vote
2 answers
4k views

Deploying multiple pre-trained model (tar.gz files) on Sagemaker in a single endpoint

We have followed the following steps: Trained 5 TensorFlow models in local machine using 5 different training sets. Saved those in .h5 format. Converted those into tar.gz (Model1.tar.gz,...Model5.tar....
Subh2608's user avatar
2 votes
2 answers
392 views

IDE for Machine Learning workflow - AWS SageMaker

Looks like we don't really use an IDE in any of Machine Learning workflow stages if we use AWS SageMaker. Entire work is done in jupyter notebook. Is this correct?
NewDev's user avatar
  • 145
1 vote
1 answer
734 views

AWS SageMaker Model as endpoint size limit

Is there a size limit imposed on models deployed on AWS SageMaker as endpoints? I first tried to deploy a simple TensorFlow/Keras Iris classification model by converting to protobuf, tarring the model,...
Allen Wu's user avatar
1 vote
0 answers
145 views

Sagemaker - XGBOOST rank:ndcg

Does anyone know if the rank:ndcg is available on AWS Sagemaker? I am currently trying to run a model, but it seems like it's not implemented. Am I using an older xgboost version? Kinda new to AWS ...
Robert's user avatar
  • 23
3 votes
2 answers
8k views

upload model to S3

I'm using AWS Sage Maker to build my model. I want to store the model in S3 for later use. How do you save your model in S3 with Amazon Sage Maker? I know this seems trivial but I didn't understand ...
Laurent's user avatar
  • 53
1 vote
0 answers
34 views

Integrate SageMaker notebook instances into development flow

I often get stuck by the calculation time when I work on a model locally. Even sampling quite heavily sometimes still let the running times very long. Ideally, these times must be of the order of the ...
louisD's user avatar
  • 11
7 votes
1 answer
6k views

Does AWS Sagemaker continue running when I go offline?

I'm pulling data from web services in an AWS Sagemaker Notebook. I'd like to be able to close my computer for an hour, reconnect my computer and see that the data collection has continued to run. ...
the_cat_lady's user avatar
1 vote
1 answer
2k views

Difference between AWS amazonei_tensorflow and tensorflow conda environments

In AWS SageMaker there are several Conda environments available based on different ML frameworks: conda info -e I would like to know the difference between a <...
Javide's user avatar
  • 177