M2M-Location-Mobility/Mobile Enterprise Application Platforms Entrepreneur with emphasis in real-time and context-aware data solutions, culinary and life hacks.
@PalmettoFord1 My leased 2021 Ford Explorer broke on 11/19. On the 21th I dropped it in the Palmetto Ford of Miami dealer.
It has been almost a month since I left the car there and I have been calling or visiting every day, and every day they say “today or tomorrow". Is this normal?
𝐈 𝐫𝐞𝐜𝐨𝐦𝐦𝐞𝐧𝐝 𝐞𝐱𝐩𝐥𝐨𝐫𝐢𝐧𝐠 𝐝𝐢𝐟𝐟𝐞𝐫𝐞𝐧𝐭 𝐞𝐱𝐩𝐥𝐚𝐧𝐚𝐭𝐢𝐨𝐧𝐬 - and that's what this course offers.
My hope is that you will find explanations that resonate with you and that make everything click. 🧠💡
🔍 Why my course?
𝐈 𝐛𝐞𝐥𝐢𝐞𝐯𝐞 𝐢𝐧 𝐥𝐞𝐚𝐫𝐧𝐢𝐧𝐠 𝐟𝐫𝐨𝐦 𝐦𝐮𝐥𝐭𝐢𝐩𝐥𝐞 𝐯𝐢𝐞𝐰𝐩𝐨𝐢𝐧𝐭𝐬.
Each explanation sheds new light on a concept, and that's what I bring to you – diverse perspectives in one comprehensive course.
That is exactly why I've created this course.
While creating the course I tried to explain each topic using examples of similar concepts to try to facilitate the understanding of each component.
🚀 I created [one more] course on Transformers: "The Transformer Layer By Layer"! 🎓
In my process of learning artificial intelligence, I've realized that mastering the Transformer model is both 𝐟𝐚𝐬𝐜𝐢𝐧𝐚𝐭𝐢𝐧𝐠 𝐚𝐧𝐝 𝐜𝐡𝐚𝐥𝐥𝐞𝐧𝐠𝐢𝐧𝐠.
For me to gain an intuition of the different parts of the transformer, I've seen each concept explained numerous times, each time with a new perspective. And I know firsthand that 𝐢𝐭'𝐬 𝐧𝐨𝐭 𝐞𝐚𝐬𝐲 𝐭𝐨 𝐠𝐫𝐚𝐬𝐩 𝐭𝐡𝐞𝐬𝐞 𝐜𝐨𝐦𝐩𝐥𝐞𝐱 𝐢𝐝𝐞𝐚𝐬 at first glance.
I finished training 3 tiny models of 13.5MM parameters each, using specialized datasets of 5MM tokens each. Each dataset is very focused on one specific topic: Biology, Philosophy, and Greek classics.
Their output is incredible.
@GregKamradt I will repeat now your experiment using your code base and again changing from langchain to the api of Claude. Will share results shortly.
@GregKamradt In your previous experiment of gpt-4 you got low performance at certain depths and context sizes. I repeated your experiment using your exact code and dataset but instead of using Langchain I used the api directly and got 100% retrieval rate at all levels of context and depth.
@GregKamradt@GregKamradt Thank you for your experiment and code. I used your code but made a change: instead of LLamaIndex I used the OpenAI API. This of course implies I had to write the prompts. Results: 100% retrieval rate. https://t.co/Wz6WPpTrP5