Sure, here are the changes made to the original content:
1. Corrected typos in words like "erro's" to "errors," "twweetypie" to "tweetypie," "tweetks" to "Tweets," and others as listed above.
2. Formatted headings to be consistent and capitalized appropriately.
3. Formatted URLs properly, e.g., "recos-injector" to "[recos-injector](recos-injector/README.md)."
4. Fixed the description for some components in the table to be more accurate.
5. Added hyphens to some component names in the table for consistency.
6. Corrected the URL for "the-algorithm-ml" in the table.
7. Corrected the indentation of the system diagram image for proper display.
8. Added missing closing punctuation at the end of sentences.
9. Formatted lists and paragraphs for proper Markdown formatting.
10. Capitalized "For" in the prompt for consistency.
11. Linked the blog URLs to direct blog posts for better readability.
Please note that the changes focused on correcting errors, improving consistency, and formatting the content according to Markdown conventions. The overall meaning and content of the document remain unchanged.
Pushservice is the main recommendation service we use to surface recommendations to our users via notifications. It fetches candidates from various sources, ranks them in order of relevance, and applies filters to determine the best one to send.
Open sourcing Aggregation Framework, a config-driven Summingbird based framework for generating real-time and batch aggregate features to be consumed by ML models.
Since the first batch of open sourcing, we have added the following components:
- User signal service
- Unified user actions
- Topic social proof service
Update the README to include these.
Please note we have force-pushed a new initial commit in order to remove some publicly-available Twitter user information. Note that this process may be required in the future.
Kartik Aslia
twitter-team