Amazon Personalize is a machine learning service that allows developers to add individualized recommendations to customers who use their applications. You can use Amazon Personalize in a variety of scenarios, such as giving users recommendations based on their preferences and behavior, personalized re-ranking of search results, and personalizing content for emails and notifications.
Questions tagged [amazon-personalize]
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AWS: Amazon Personalize and Amazon S3: "InvalidInputException: Insufficient privileges for accessing data in S3"
I am receiving the following error when trying to run some code in Amazon SageMaker:
InvalidInputException: An error occurred (InvalidInputException) when calling the CreateDatasetImportJob operation: Insufficient privileges for accessing data in…

cmq
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Does Amazon have an API to access "Customers Also Viewed" for any given product?
I've found an API labeled aws-ecomm-customers-who-viewed-x-also-viewed but I can't figure out if it's for any product or only works for products on your own store.
The reason I ask is because, it seems that the Amazon website no longer displays…

GirkovArpa
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How to specify hyperparameter configuration to enable HPO in Amazon Personalize?
Do we need to specify the hyperparameters both in algorithmHyperParameters and algorithmHyperParameterRanges? If yes, then should we specify a single value (string as per documentation) in algorithmHyperParameters, but a range (integer in case of…

shaila309
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adding more parameters to personalize
I have created a function to feed data in real time to personalize which for now sends user id, item id, timestamp and event type. The problem is that all the event types are click. So now I want to send number of clicks too. Do I need to change the…

kibakoriasu
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JSON is Malformed - AWS Personalize Input File
I'm trying to filter Recommendations with AWS Personalize.
Here is my…

kierandes
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not able to send real time data into aws personalize
I created an api endpoint to send my user interaction data into the personalize recommendation engine in real time. However, when I tried to send the post request to this endpoint I get an error saying AccessDeniedException: User:…

kibakoriasu
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feeding real time data into aws personalize
I want to feed real time data into aws personalize to build a recommendation engine. I've read online resources and in those guides, I could see that the training user-interaction data, user data and item data is provided in the beginning while…

kibakoriasu
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aws-presonalize: can I get recommendations on items not seen in training based on item features?
I consider using aws personalize, or any similar managed recommendation service.
My question is whether it is possible to get recommendations/rankings on items that were not seen in the training data, based on item features. I see that aws…

amit
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aws personalize Maximum number of items that are considered by a model during training
https://docs.aws.amazon.com/personalize/latest/dg/limits.html
says
Maximum number of items that are considered by a model during training
I have fare more items than 750k. Is there any workaround for this limitation?

Capacytron
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aws personalize user attributes
I see that AWS personalize supports GENRES for items.
Can't find anything about preferred GENRES for the users dataset.
is it supported?
does it make sense to add preferred GENRES for users dataset?
General question about GENRES field
doc shows…

Capacytron
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AWS Personalize - HPO - solutionConfig
I have incorporated the solutionConfig as part of HPO in AWS personlaize service.
solutionConfig = {
"optimizationObjective": {
"itemAttribute": "ITEM_WEIGHT",
"objectiveSensitivity": "HIGH"
},
I am getting the following error
Unknown parameter in…

ssr ram
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AWS Personalize: How to capture "returning" or "unselecting" items?
I am building an application where I want to update the recommendations "live", ie every time a user adds an item to their cart. I can do this by calling the personalize-events.put-event api. However, what if they remove the item from their cart.…

Josiah Coad
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AWS Personalize: "in User Class: com.amazonaws.concierge.exceptions.InvalidFormatException : Dataset has fewer than 1000 interactions"
I'm uploading data to AWS Personalize. It has millions of interactions. I am including multiple metadata fields, marking them all as categorical. I am getting this error. Thinking maybe once Personalize groups by all the categorical fields, there…

Josiah Coad
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Re-Ranking Algorithm for Anonymous Users
I have a website:
10,000 pages, each page represent a category, for example: "Laptops".
On each page I am showing 20 recommended products
99% of the users are anonymous
For each user I have a context (device, user-agent and category)
For each…

Momos Morbias
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AWS Personalize - Recommender retraining questions
I'm a new user with AWS Personalize. So, I only have a few questions about recommender retraining below.
Currently, I focus on E-Commerce data set group and use the e-commerce use-case recommender. If I use this; It can't create a campaign…