LLMs
Artificial Intelligence
Construct Industry-Specific LLMs Using Retrieval Augmented Generation How Microsoft Is Solving This Constructing Industry-Specific Q&A Models Using RAG Conclusions
You'll be able to do the identical thing with words or sentences, as a substitute of images. Notice how within the above example, the vectorization is in a position to capture the semantic representation...
Artificial Intelligence
QLoRa: Wonderful-Tune a Large Language Model on Your GPU QLoRa: Quantized LLMs with Low-Rank Adapters Wonderful-tuning a GPT model with QLoRa GPT Inference with QLoRa Conclusion
Most large language models (LLM) are too big to be fine-tuned on consumer hardware. As an example, to fine-tune a 65 billion parameters model we'd like greater than 780 Gb of GPU memory. That...
Artificial Intelligence
Applying LLMs to Enterprise Data: Concepts, Concerns, and Hot-Takes 4 Concepts Three Concerns Two Hot-Takes Footnotes
Ask GPT-4 to prove there are infinite prime numbers — while rhyming — and it delivers. But ask it how your team performed vs plan last quarter, and it can fail miserably. This illustrates...
Artificial Intelligence
The way to Use LLMs to Generate Concise Summaries Organising the environment Summarizing a paragraph About Author
Large language models (LLMs) are a style of artificial intelligence (AI) that could be used to generate text. They're trained on massive datasets of text, which allows them to learn the nuances of human...
Artificial Intelligence
Leveraging LLMs in product design: opportunities and challenges Chatbots Text-to-Text Using Context Mapping Natural Language to Other Domains Solve for the use case, AI is only a tool More resources
Incorporating AI into your design solutions.Recently, I used to be making numerous AI prototypes, and in this text, I need to share with you my learning. We're going to discuss what design opportunities Large...
Artificial Intelligence
Using LLM’s for Retrieval and Reranking Summary Introduction and Background LLM Retrieval and Reranking Initial Experimental Results Conclusion
This blog post outlines a few of the core abstractions we've got created in LlamaIndex around LLM-powered retrieval and reranking, which helps to create enhancements to document retrieval beyond naive top-k embedding-based lookup.LLM-powered retrieval...
Artificial Intelligence
10 Exciting Project Ideas Using Large Language Models (LLMs) for Your Portfolio Projects Based on Text Generation Projects Based on Text Representation Advanced Projects (Project Idea 10:...
Listed here are the rough steps you'll follow to understand this project:Download the video or podcast transcript and cargo into documentsSplit long documents into chunksSummarize the transcript with an LLMOptional: Wrap all of it...
Artificial Intelligence
10 Exciting Project Ideas Using Large Language Models (LLMs) for Your Portfolio Projects Based on Text Generation Projects Based on Text Representation Advanced Projects (Project Idea 10:...
Listed here are the rough steps you'll follow to understand this project:Download the video or podcast transcript and cargo into documentsSplit long documents into chunksSummarize the transcript with an LLMOptional: Wrap all of it...
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