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Translate the business requirement into a technical objective.

Choose a loss function that aligns with the business goal (e.g., Log Loss for CTR). Offline Metrics: AUC, Precision-Recall, RMSE. Online Metrics: A/B testing, conversion rate, revenue. 6. Serving and Scalability How do you deploy this at scale?

Are we maximizing click-through rate (CTR) or user retention? Scale: How many queries per second (QPS)? How many users?

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Important Notes for Upgrading to BeikeShop 2.0
⚠️ Before upgrading, please make sure to create a full backup of your website, including code files and database. This ensures you can quickly restore your site if the upgrade fails or compatibility issues occur.
Upgrade Method:
Please download the BeikeShop v2.0 code and overwrite it on your server (make sure to keep the original .env file), then run the following command in your website root directory: php artisan migrate
⚠️ Reminder: If your website has many plugins installed, please upgrade with caution. Since BeikeShop 2.0 has just been released, compatibility updates for third-party plugins may still be in progress. It is recommended to fully test and confirm plugin compatibility before upgrading.
In version 2.0, the image directory path has been changed from public/catalog to public/image/catalog.
After upgrading, you may find that images in the media library are missing.
Solution: Please move the entire original public/catalog folder into public/image/ and replace the existing catalog folder.
Image Path: After moving the directory, please go to the admin panel and use the "BeikeShop 2.0 Image Path Migration Plugin" to migrate the image path data in the database.
Important Notes for Upgrading to BeikeShop v3.0 Beta
⚠️ Before upgrading, please make sure to create a full backup of your website, including code files and database. This ensures you can quickly restore your site if the upgrade fails or compatibility issues occur.
Upgrade Method:
BeikeShop v3.0 integrates the Laravel AI SDK, so your PHP version must be PHP 8.4.
Please download the BeikeShop v3.0 code and overwrite the files on the server while keeping the existing .env file intact. Then run php artisan migrate in the website root directory.
⚠️ Reminder: BeikeShop v3.0 is currently in Beta and is recommended for developers. If you don't have development experience, we recommend using the stable BeikeShop v2.0 version.