Sos #49
Open
Sos #49
Conversation
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
added 11 commits
August 28, 2024 17:17
…diting version of load_forecasting_csv. It can also evaluate this dataset with a new function eval_forecasting_unsupervised. Also includes additional utility functions and configuration
…diting version of load_forecasting_csv. It can also evaluate this dataset with a new function eval_forecasting_unsupervised. Also includes additional utility functions and configuration
…s loader, whilst also generating MSE and MAE (metrics were previously not being calculated correctly becasue of incompatible data reshaping)
…e_retail as well as ts2vec_online_retail_II_data (using load_forecast_csv). However, ts2vec currently trains on restructured_ts2vec_online_retail with Customer ID as a forecasting target feature rather than a covariate (as with datetime embedding features). TS2Vec is able to learn representations better for ts2vec_online_retail_II_data, which only includes Quantity and Price as target features, which is evident as restructured_ts2vec_online_retail have higher MSE and MAE values whilst also starting with a higher training loss value. Perhaps embedding the customer ID instead of feeding it as a forecasting feature will result is better representation learning
… trained with customer embeddings
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
Add this suggestion to a batch that can be applied as a single commit.
This suggestion is invalid because no changes were made to the code.
Suggestions cannot be applied while the pull request is closed.
Suggestions cannot be applied while viewing a subset of changes.
Only one suggestion per line can be applied in a batch.
Add this suggestion to a batch that can be applied as a single commit.
Applying suggestions on deleted lines is not supported.
You must change the existing code in this line in order to create a valid suggestion.
Outdated suggestions cannot be applied.
This suggestion has been applied or marked resolved.
Suggestions cannot be applied from pending reviews.
Suggestions cannot be applied on multi-line comments.
Suggestions cannot be applied while the pull request is queued to merge.
Suggestion cannot be applied right now. Please check back later.
No description provided.