{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "2021-07-27-amazon-personalize-batch-recommendations-lab.ipynb", "provenance": [], "authorship_tag": "ABX9TyP9riKmPd7xJTF80ozTrMvS" }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "V9SYHOEILWHU" }, "source": [ "# Amazon Personalize Batch Recommendations Lab\n", "> This lab will walk you through on how to train and create batch recommendations using Amazon Personalize. For example, you might want to generate recommendations for a large number of users to be later used for batch-oriented workflows such as sending emails or notifications.\n", "\n", "- toc: true\n", "- badges: true\n", "- comments: true\n", "- categories: [Amazon Personalize]\n", "- image:" ] }, { "cell_type": "markdown", "metadata": { "id": "sGTdtxaNMA12" }, "source": [ "## Introduction\n", "\n", "### What you'll learn?\n", "\n", "This lab will walk you through how to train and create batch recommendations using Amazon Personalize. For example, you might want to generate recommendations for a large number of users to be later used for batch-oriented workflows such as sending emails or notifications.\n", "\n", "### Why is this important?\n", "\n", "Amazon Personalize is an advanced tool for building recommender systems, that supports AutoML and Real-time. The batch recommendation is a cost-effective way to serve recommendations, e.g. sending recommended items via emails.\n", "\n", "### How it will work?\n", "\n", "1. Setup the environment using CloudFormation template\n", "2. Open the SageMaker Jupyter Lab instance\n", "3. Prepare data\n", "4. Create related datasets and a dataset group\n", "5. Import historical data to the dataset group\n", "6. Record user events to the dataset group\n", "7. Create a solution version (trained model) using a recipe\n", "8. Evaluate the solution version using metrics\n", "9. Create a campaign (deploy the solution version)\n", "10. Provide recommendations for users by running Batch Recommendation\n", "11. Clean the environment by deleting all the resources\n", "\n", "### Who is this for?\n", "\n", "- People who are new in deep learning and cloud\n", "- People learning Amazon Personalize\n", "- People looking to build a scalable recommender solution\n", "\n", "### Important resources\n", "\n", "- [Notebook - Amazon Personalize Batch Job](https://nb.recohut.com/amazonpersonalize/batch/movie/hrnn/2021/06/20/amazon-personalize-batch-job.html)\n", "\n", "\n", "\n", "## Setup the Environment\n", "\n", "Duration: 5\n", "\n", "Go to [this](https://console.aws.amazon.com/cloudformation/home?region=us-east-1#/stacks/new?stackName=PersonalizeDevlab) AWS console link and paste [this](https://recohut-static.s3.amazonaws.com/cloudformation/PersonalizeBatchRecommendDevLab.yaml) YAML file path in the template.\n", "\n", "\n", "\n", "## Start the lab\n", "\n", "Duration: 5\n", "\n", "Go to SageMaker → Notebooks and Open the Jupyter Lab.\n", "\n", "You will see something like this:" ] }, { "cell_type": "markdown", "metadata": { "id": "8W27IBovMKHh" }, "source": [ "![image.png](data:image/png;base64,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)" ] }, { "cell_type": "markdown", "metadata": { "id": "PU5JHCcHMMjO" }, "source": [ "## Build and deploy the solution\n", "\n", "Follow [this](https://nb-dev.recohut.com/amazonpersonalize/batch/movie/hrnn/2021/06/20/amazon-personalize-batch-job.html) notebook for in-depth guideline. Below is the brief outline of the process.\n", "\n", "### Load the MovieLens data" ] }, { "cell_type": "markdown", "metadata": { "id": "KAB3LV_7MODA" }, "source": [ "![image.png](data:image/png;base64,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)" ] }, { "cell_type": "markdown", "metadata": { "id": "YsNGRs8TMQDC" }, "source": [ "### Create the dataset and dataset group" ] }, { "cell_type": "markdown", "metadata": { "id": "ZJVai3GpMRPW" }, "source": [ 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)" ] }, { "cell_type": "markdown", "metadata": { "id": "h3_6_0t2MRMN" }, "source": [ "### Configure S3 and IAM" ] }, { "cell_type": "markdown", "metadata": { "id": "Na5tMBvVMRI-" }, "source": [ 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)" ] }, { "cell_type": "markdown", "metadata": { "id": "TTAgEhY1MRFz" }, "source": [ "### Create and attach the policies\n" ] }, { "cell_type": "markdown", "metadata": { "id": "g8OJdSXUMRCh" }, "source": [ 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)" ] }, { "cell_type": "markdown", "metadata": { "id": "aRrnhHFSMQ9x" }, "source": [ "### Upload data to S3 and load into Personalize\n" ] }, { "cell_type": "markdown", "metadata": { "id": "rLIinehdMeLq" }, "source": [ 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)" ] }, { "cell_type": "markdown", "metadata": { "id": "ivTBZwwgMfXU" }, "source": [ "### Create solution and solution version\n" ] }, { "cell_type": "markdown", "metadata": { "id": "AmPONFtlMhB3" }, "source": [ 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)" 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)" ] }, { "cell_type": "markdown", "metadata": { "id": "vjLu-6R8Mg7F" }, "source": [ "### Evaluate solution metrics\n" ] }, { "cell_type": "markdown", "metadata": { "id": "jAQvi1MwMg4Z" }, "source": [ 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)" ] }, { "cell_type": "markdown", "metadata": { "id": "ytkoKw33Mg1L" }, "source": [ "### Generate batch recommendations\n" ] }, { "cell_type": "markdown", "metadata": { "id": "S80o7vuEMmyD" }, "source": [ 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)" ] }, { "cell_type": "markdown", "metadata": { "id": "0mPLcu1KLkNb" }, "source": [ "\n", "\n", "## Clean the Environment\n", "\n", "Once you have completed all of the work in the Notebooks and have completed the cleanup steps there as well, the last thing to do is to delete the stack you created with CloudFormation. To do that, go to CloudFormation and delete the stack. This will automatically delete the 3 resources that we created in the beginning.\n", "\n", "\n", "\n", "## Conclusion\n", "\n", "### What we've covered\n", "\n", "1. Setup the environment using CloudFormation template\n", "2. Open the SageMaker Jupyter Lab instance\n", "3. Train the recommender model on MovieLens dataset and build the campaign\n", "4. View campaign and generate batch recommendations\n", "5. Clean the environment by deleting all the resources\n", "\n", "### Links and References\n", "\n", "1. [https://github.com/dalacan/personalize-batch-recommendations](https://github.com/dalacan/personalize-batch-recommendations)" ] } ] }