look at the Files docs — you get a File ID from dalle you can retrieve. you definitely don’t want to be tokenizing encoded images through the model; crazy expensive
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Correcting PDF docs lacking full examples with manual instructions
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Mine didn’t work well from PDF docs because there’s no full example on a single page (URL) — e.g. the Assistant tutorial never does `client = OpenAi()`. I just stuffed corrections of observed failures into the instructions. It only queries the KB for obscure stuff now.
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Teaching Statistics Interactively with webR Technology
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Teaching statistics interactively with webR https://
bit.ly/3PcvhP2
#AI #MachineLearning #DeepLearning #LLMs #DataScience -
Fine-tune LLMs on Commodity GPUs with Ludwig Framework
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Fine-tuning #LLMs doesn't always require $$$ GPUs. Ludwig #opensource framework for building custom AI models makes it easy to efficiently fine-tune LLMs for any task Tutorial to fine-tune #Llama2 using #CodeAlpaca data for code gen on commodity GPUs.
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OpenAI DevDay: GPT-4 Turbo, Assistants API, Vision Capabilities
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Incredibly proud of the @OpenAI team for all the product launches on DevDay. Here’s a roundup of what’s new for developers: GPT-4 Turbo with 128K context and lower prices, the new Assistants API, Vision capabilities, DALL·E 3 API, TTS API, and more! https://
openai.com/blog/new-model
s-and-developer-products-announced-at-devday
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Building Open-Source Universal Translator with AI
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Why We’re Building an Open-Source Universal Translator https://
bit.ly/3MgoOld #AI #MachineLearning #DeepLearning #LLMs #DataScience -

Advanced RAG Templates with LangChain for OpenAI Assistants
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Advanced retrieval templates General consensus seems to be that the built-in retrieval in OpenAI assistants is fine for basic/small use cases, but for more complex ones you are going to want to more control This is where LangChain templates for advanced RAG comes in. Some of
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How to create a Chatbot in 5 minutes with GPT4Turbo
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How to create a Chatbot in 5 minutes with #GPT4Turbo? I tell you everything in this complete tutorial → https://youtu.be/1ynKgmfsI7A #ChatGPT #GPT4 #ArtificialIntelligence
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LangSmith Adds Multi-Modal Image Tracing for LLM Debugging
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Multi-modal LangSmith Tracing With OpenAI releasing GPT4-V, we've now adding support for images in LangSmith tracing! This means you can now see images as they appear in your LLM calls, making it easy to debug multi-modal RAG pipelines Example Trace: