-
Notifications
You must be signed in to change notification settings - Fork 339
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
- Loading branch information
luseloso
committed
Jul 10, 2020
1 parent
445df00
commit 1e4425b
Showing
138 changed files
with
76 additions
and
45 deletions.
There are no files selected for viewing
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
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
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,53 @@ | ||
# Amazon Personalize Next Steps | ||
|
||
Notebooks and examples on how to onboard and use various features of Amazon Personalize | ||
|
||
## Amazon Personalize Use Cases examples | ||
|
||
The [core_use_cases/](core_use_cases/) folder contains detailed examples of the following typical use cases. | ||
|
||
* Collaborative filtering based on user-item interaction tables. The intuition behind is that similar users like similar items. | ||
- [Offline evaluation with 'hrnn' user-based recommendation.](core_use_cases/personalize_temporal_holdout.ipynb) | ||
- [Example of 'sims' item-based recommendation.](core_use_cases/personalize_sims_smell_tests.ipynb) | ||
- [How recommendation changes after 'put_events'.](core_use_cases/personalize_putEvents_demo.ipynb) | ||
* Hybrid recommendation also considering user, item, and event meta-data. The result is to extrapolate to out-of-sample users and items, based on their meta-data features. | ||
- [How to use user, item, and event 'meta-data'.](core_use_cases/personalize_metadata_example.ipynb) | ||
- [Exploring 'cold-start' or 'future' items.](core_use_cases/personalize_coldstart_demo.ipynb) | ||
|
||
## Scalable Operations examples for your Amazon Personalize deployments | ||
|
||
The [operations/](operations/) folder contains examples on the following topics: | ||
|
||
* MLOps | ||
- This is a project to showcase how to quickly deploy a Personalize Campaign in a fully automated fashion using AWS Step Functions. To get started navigate to the [ml_ops](operations/ml_ops/) folder and follow the README instructions. | ||
* Lambda Examples | ||
- This folder starts with a basic example of integrating `put_events` into your Personalize Campaigns by using Lambda functions processing new data from S3. To get started navigate to the [lambda_examples](operations/lambda_examples/) folder and follow the README instructions. | ||
|
||
## Reference Architectures | ||
|
||
The [reference_architectures/](reference_architectures/) folder contains reference architectures for the following industries: | ||
|
||
* Retail | ||
* Media and Entertainment | ||
* Travel and Hospitality | ||
|
||
## Workshops | ||
|
||
The [workshops/](workshops/) folder contains a list of our most current workshops: | ||
|
||
* POC in a Box | ||
* Re:invent 2019 | ||
|
||
## Data Science Tools | ||
|
||
The [data_science/](data_science/) folder contains an example on how to approach visualization of the key properties of your input datasets. | ||
|
||
The key components we look out for include: | ||
- Missing data, duplicated events, and repeated item consumptions | ||
- Power-law distribution of categorical fields | ||
- Temporal drift analysis for cold-start applicability | ||
- Analysis on user-session distribution | ||
|
||
## License Summary | ||
|
||
This sample code is made available under a modified MIT license. See the LICENSE file. |
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes.
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
File renamed without changes
This file was deleted.
Oops, something went wrong.