Questions tagged [autogluon]

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How to work with multiple `item_id`'s of varying length for timeseries prediction in autogluon?

I'm currently building a model to predict daily stock price based on daily data for thousands of stocks. In the data, I've got the daily data for all stocks, however they are for different lengths. Eg: for some stocks I have daily data from 2000 to…
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Autogluon's predict function tries to load model.pkl from the wrong path

I'm using Autogluon package to train some models and then make predictions. The file structure in my project looks like this: There is a folder called "Models" where I'm storing models for different chemical analytes. In each analyte's folder there…
OlaG
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How to fix this error for installing AutoGluon on Linux

I am trying to install AutoGluon on my university computer (Linux) I followed the instruction given here https://auto.gluon.ai/stable/index.html pip3 install -U pip pip3 install -U setuptools wheel # CPU version of pytorch has smaller footprint -…
asmgx
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Calculating bounds for a forecast using Autogluon's TabularPredictor

I have a TabularPredictor for a regression problem. Using TabularPredictor.predict, I can obtain a point forecast. I would like to extract confidence bounds for the point forecast? How can I do that? Under-the-hood, I understand that…
Cat Terry
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leaderboard for auto-pytorch models

I tried several AutoML frameworks such as AutoGluon, H2O AutoML, and Auto-PyTorch. AutoGluon and H2O AutoMLboth have functions producing a leader board (roc_auc, accuracy, log loss, etc.). However, I do not find an equivalent function on…
Miao Cai
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AutoGluon - feature importance of model larger than R^2

I am currently using auto gluon to train my dataset. When looking at the feature importance value of WeightedEnsembles_L2, I realise that the importance number is larger than the validation or the test score. Is this normal?? From my understanding,…
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AttributeError: 'NoneType' object has no attribute 'transform' when sending inference request to SageMaker endpoint

I'm working on a SageMaker AutoGluon prediction model and after performing batch transform and creating the endpoint I've been trying to send inference requests to the endpoint but I keep getting the following error: ModelError …