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Pondhouse Data
Explore the latest in AI with a focus on Retrieval Augmented Generators and Large Language Models. Find practical guides and stay updated on trends and tools that are shaping the future of technology.
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Neo4j LLM Knowledge Graph Builder: How to Create Knowledge Graphs for RAG
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…
Sascha Gstir
Jul 29
Fine-tune OpenAI’s GPT-4o mini LLM AI model for FREE!
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!
Sascha Gstir
Jul 29
How to use AI to create a PowerPoint presentation?
How to use AI to create a PowerPoint presentation?
LLMs have been tremendously successful in generating text. In this post, we will show you how to use AI to create a PowerPoint presentation
Sascha Gstir
May 15
How to finetune Llama 3 on consumer GPUs
How to finetune Llama 3 on consumer GPUs
Large Language Models (LLMs) have proven themselves as powerful tools capable of understanding and generating human-like text across a wide…
Sascha Gstir
Jul 2
How to finetune LLMs with QLoRA and Flash Attention
How to finetune LLMs with QLoRA and Flash Attention
Learn how to finetune your own LLMs with modern tools like QLoRA and flash attention, even on consumer hardware — from creating a dataset…
Sascha Gstir
Jul 29
KAN: Is this the end of feedforward networks?
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?
Sascha Gstir
May 27
LLM Safety with Llama Guard 2
LLM Safety with Llama Guard 2
LLMs have transformed the way we interact with information. They transformed the way we think and design automations. In short, they have…
Sascha Gstir
May 27
What is the Google Vertex AI Agent Builder?
What is the Google Vertex AI Agent Builder?
A practical example: Google Search with Slack.
Sascha Gstir
May 13
Advanced RAG: Increase RAG Quality with ColBERT Reranker and llamaindex
Advanced RAG: Increase RAG Quality with ColBERT Reranker and llamaindex
Finding the right documents during retrieval is probably the most important aspect of your RAG pipeline. This guide demonstrates how to use…
Sascha Gstir
May 13
Advanced RAG: Improving Retrieval-Augmented Generation with Hypothetical Document Embeddings (HyDE)
Advanced RAG: Improving Retrieval-Augmented Generation with Hypothetical Document Embeddings (HyDE)
HyDE is a technique used to improve the performance of RAG models by generating hypothetical document embeddings based on the query and…
Sascha Gstir
May 13
Advanced RAG: Recursive Retrieval with llamaindex
Advanced RAG: Recursive Retrieval with llamaindex
With recursive retrieval, RAG can generate more coherent and contextually relevant responses. This guide introduces you to the concept of…
Sascha Gstir
May 13
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