Pondhouse Data Blog

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What is the VertexAI model garden - a practical example: Deploying Llama 3.1 and Claude 3.5 Sonnet

Explore how Vertex AI Model Garden simplifies AI model deployment. This guide demonstrates deployment of Llama 3.1 and Claude 3.5 Sonnet, showcasing the platform's approach to hosting advanced AI models.

8 minutes read
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Fine-tune OpenAI's GPT-4o mini LLM AI model for free

Learn how to create your custom GPT-4o mini model using OpenAI's finetuning API - for free!

7 minutes read
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Neo4j LLM Knowledge Graph Builder: How to Create Knowledge Graphs for RAG

Learn to create knowledge graphs for RAG with Neo4j LLM Knowledge Graph Builder in this easy step-by-step guide. Increase the quality of your RAG model with this modern approach to data modelling.

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How to Chat with Your BigQuery? Introducing semantic search to databases.

Simplify complex BigQuery data analysis with a custom conversational interface. Learn how to use OpenAI's GPT-4o model to generate SQL queries and execute them against your BigQuery database.

12 minutes read
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How to finetune LLMs

Learn how to finetune your own LLMs with modern tools like QLoRA and flash attention, even on consumer hardware - from creating a dataset, executing the fine-tuning process, and using this new model.

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LLM Document Extraction: How to use AI to get structured data from legacy documents

The more we work with AI, the more we need to extract data from documents. In a scalable manner. While conventional and machine learning based methods provide good results for most cases, especially when the data is rather technical and provides complicated layouts like multicolumn pdfs or tables, these methods often fail. Let's test whether LLMs can help us here.

7 minutes read
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Using AI directly from your database - with PostgreSQL and pgai

AI is transforming the way we create applications and interact with data. Almost every application needs some form of AI nowadays. Every data interaction leverages some sort of AI feature. In this article, we demonstrate, how one can use AI directly from a PostgreSQL database, with only needing SQL commands.

11 minutes read
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KAN: Is this the end of feedforward networks?

MLPs are the backbone of the the most powerful AI models we know, but are KAN the next revolutionary step which will replace them?

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LLM Safety with Llama Guard 2

LLMs have transformed the way we interact with information. However, they also pose a safety & security risk. In this blog, we introduce Llama Guard 2, a safety tool that helps you secure your LLMs.

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How to use AI to create a PowerPoint presentation?

AI and especially LLMs have been tremendously successful in generating text. In this blog post, we will show you how to use AI to create a PowerPoint presentation. And even how to tell AI to respect your PowerPoint template

8 minutes read
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