Forrest Brazeal’s Post

What do you think makes one vector database "Better" than another? - Vectors are just a bunch of numbers, can put them in notepad. - The search (such as cosine similarity) is a very specific algorithm that is consistent and well know and people can't really do it "better" - The embeddings model matters a lot, but that has nothing to do with the specific database. A couple of things we found in the early days: - Most of the database simply didn't support vectors which is fine, - When it did, they didn't have the level of dimensions that OpenAI's Embedding model needed. But that's changing. It seems like everyone can do vector search. It seems they are doing it all to the level required to use OpenAI embeddings and so the differences between them are going to be the same as when you evaluate any database (Performance, ease of use, how it fits in with your ecosystem etc) In the Drupal community we found PostGres was really good because Drupal was already on it and so passing metadata into the chunks and surrounding the embedding in the database with similar meta data to do a blend of the basic end of the Advanced RAG stuff combined with some aspects of traditional search (Like enforcing permissions) was good.

HubSpot Connections Round 2!!! Make four groups of four features that match the four different HubSpot hubs. Share your results in the comments!! 👇 #HubSpot #HubSpotPartner #HubSpotHacks HubSpot Hacks Simple Strat HubSpot Tips and Tricks HubSpot Academy https://lnkd.in/ex6Q5qvX

🚨𝐍𝐞𝐰 𝐁𝐥𝐨𝐠: 𝐄𝐪𝐮𝐢𝐩𝐦𝐞𝐧𝐭 𝐟𝐨𝐫 𝐒𝐩𝐨𝐫𝐭𝐬 𝐕𝐢𝐝𝐞𝐨 𝐀𝐧𝐚𝐥𝐲𝐬𝐢𝐬🚨 You can get up and running in #videoanalysis with just a computer and a Nacsport license. But as you progress in your career and your workflows gear up you'll probably want to invest in additional software and equipment. Here are some ideas: https://lnkd.in/dCu-eD-d

Test your HubSpot skills with my HubSpot Connections Puzzle! Share your results down in the comments!! 👇 https://lnkd.in/eJ8xaRYd How to Play Find groups of four items that share something in common. Select four items you think are "connected" and then submit to check if your guess is correct. Find the groups without making 4 mistakes! Category Examples FISH: Bass, Flounder, Salmon, Trout FIRE ___:  Ant, Drill, Island, Opal Each group is assigned a color, which will be revealed as you solve. Good luck!! #HubSpot #HubSpotPartner #HubSpotHacks HubSpot Hacks Simple Strat HubSpot Tips and Tricks HubSpot Academy

Ready to gain a better understanding of your customers? Discover how a soccer team finds value in their fans' behaviors with Microsoft Dynamics 365 - a solution we at Codeware Nigeria can help implement. Read the story here 👉 https://stuf.in/be35ab Contact us here to get started 👉 https://stuf.in/be35ac #microsoftdynamics

We’re on our way to Portugal to attend #D365Summit 2024! My colleagues from DOCENTRIC and I can't wait to learn and engage with #Dynamics365 experts and other community enthusiasts to up our #D365 game. 🚀 Hope to see you there, let’s meet and connect!    #DocentricTeam #dynamics365FO #d365FO #msdyn365FO #d365CE #dynamics365CE #msdyn365CE #D365summit #Microsoft 

Discover the game-changing features of sports facility membership software! From seamless access control to easy communication, fuel your business today. Watch our latest video to learn more #memberships #managementsoftware

✅ Predict who will win today? 🚫 Get access for FREE enrollment on our upcoming WEB DEVELOPMENT course, at KIDM.international 🚫 Write your answer in the comment box. #kidminternational #match #cricket #webdevelopment

Unleash your creativity with a free trial of Coach Paint, the leading video analysis software. Discover why elite clubs all over the world trust us to leverage their game: https://hubs.la/Q02WvZtw0 #CoachPaint #telestration #videoanalysis #sportstech #sportstechnology #sportsbiz #sportsbusiness #sportsindustry

At AnalysisPro there are many reasons that we choose to represent and recommend Nacsport as the most comprehensive option for coaches and analysts across all sports. We're here to help you learn more and we take the time to show you how it would be best to use Nacsport in your environment to meet your specific requirements. ✏ To summarise some key points for you: 💻 Available on macOS and Windows. Nacsport provides an offline platform to analyse video footage, tag actions, create detailed presentations, export data and build visual Dashboard reports. 🎬 Nacsport offers powerful tools for live capture and analysis for teams, making it easy to share clips and data to the bench via internet or local networks. 🖍️ Utilise telestration tools to draw on videos, add notes and highlight key moments, with the integrated KlipDraw tools. 💸 Nacsport offers various versions tailored to fit different budgets and requirements. 🌐 The Nacsport Hub online platform allows easy sharing and collaboration with other team members, engaging players through the mobile app and putting online tagging into everyone's hands. Want to improve your team's performance? Try Nacsport today and see the difference! 🚀 Review the versions and prices on our page here and give it a try yourself, we're here to guide you throughout: https://lnkd.in/eNbRFFZN #nacsport #videoanalysis #sportstech #coachingtools