Replit Building Copilot, Pinecone & Vector Databases & More
Created on April 27|Last edited on April 28
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Replit & Ghostwriter
Replit is a web-browser lightweight IDE. After their recent funding round, they are valued at over $1B. Their Ghostwriter tool is very similar to GitHub Copilot in that it provides smart autocomplete. I remember like it was just yesterday when Replit was just a simple Python text editor and now they've adopted a colossal set of new features, one being generative AI: their Ghostwriter!
Pinecone & Vector Databases
Pinecone, an NY vector database startup, recently raised over $100M.
But What's a Vector Database?
Well, unlike traditional relational databases consisting of tables, a vector database stores information in vector format, kind of like a giant embedding space. Querying this type of database is a bit more dynamic (and fast). In fact, these types of databases can serve as some type of long-term offline memory for the model!
Andrew Ng's Prompt Engineering Course
DeepLearning.AI just partnered with OpenAI to deliver a ChatGPT prompt engineering course. It's free for a limited time so definitely check it out in References below! This short course covers a range of tasks including translation, summarization, personalized behavior, sentiment analysis, and much more. Conveniently, they also include real use cases and examples.
Meta's Self-supervised Learning Playbook
This cookbook covers the different families of SSL methods (e.g. SWAV, BYOL, DINO, etc), successfully training and deploying SSL systems and the roles of different factors, and finally extending SSL to domains beyond images. Check out links in References for more!
References
Replit
Pinecone
DeepLearning.AI Prompt Engineering Course
Meta's SSL Playbook
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