Learn more about computerscience with this collection
Find out the challenges it poses
Learn about the potential impact on society
Understanding the concept of Metaverse
Candidate sourcing
Gets the best 1,500 recent tweets:
- 50% from people you follow (In-Network)
- 50% from people you don't follow (Out-of-Network)
In-Network
- Uses a logistic regression model to rank the recent tweets of people you follow. The higher the likelihood of engagement between you and another user, the more of their tweets will be included.
Out-of-network
- Uses a social graph of engagements to find tweets that people you follow have recently engaged with, and tweets liked by people who are similar to you.
- Uses an embedding space of users and tweets to determine what tweets and users are similar to your interests.
6
55 reads
MORE IDEAS ON THIS
Apply heuristics and filters
- Visibility Filtering: Remove tweets from accounts you block or mute.
- Author Diversity: Avoid too many consecutive tweets from a single author.
- Content Balance: Deliver a fair balance of In-Network and Out-of-Network tweets.
6
34 reads
Ranking
Ranking is achieved with a 48M parameter neural network that is continuously trained on tweet interactions to optimize for positive engagement (e.g. Likes, Retweets, and Replies). This ranking mechanism takes into account thousands of features and outputs ten lab...
6
47 reads
Recommendation algorithm
The recommendation pipeline has four steps:
- Candidate sourcing - Fetch the best tweets from different recommendation sources
- Ranking - Rank tweets such that the most relevant ones appear first in the feed.
- Filtering - A...
6
80 reads
CURATED FROM
IDEAS CURATED BY
Alt account of @ocp. I use it to stash ideas about software engineering
Related collections
Other curated ideas on this topic:
Success on social media
You may have grown a reasonably big Instagram following for your business. You've engaged your followers and were diligent about community management, but you haven't been able to figure out how to turn your followers into paying customers.
A recent survey done by Facebook showed that ...
Taking Care Of Customer Experience
Customer experience is important. Amazon puts lots of effort into providing good customer service. The importance of customer experience is magnified due to the potency of network effects.
Amazon asks for permission when it uses people’s info. This is a good thing to do. They also let...
Techniques for Development & Accomplishment
- The Rockstar Effect: when you make users feel like everyone is dying to interact with them. Twitter's one-way follow is an example.
- Achievement Symbols: points and badges that (and this is the key) symbolize “achievement” - that users themselves wan...
Read & Learn
20x Faster
without
deepstash
with
deepstash
with
deepstash
Personalized microlearning
—
100+ Learning Journeys
—
Access to 200,000+ ideas
—
Access to the mobile app
—
Unlimited idea saving
—
—
Unlimited history
—
—
Unlimited listening to ideas
—
—
Downloading & offline access
—
—
Supercharge your mind with one idea per day
Enter your email and spend 1 minute every day to learn something new.
I agree to receive email updates