How I Built My First RAG Pipeline
A RAG pipeline to answer all of your recruiters' questions for you!- 21213Murphy ≡ DeepGuide
Creating a RAG Chatbot with Langflow and Astra DB
A walkthrough on how to create a RAG chatbot using Langflow's intuitive interface, integrating LLMs with vector databases for...- 25267Murphy ≡ DeepGuide
The Power of Retrieval Augmented Generation: A Comparison between Base and RAG LLMs with Llama2
A deep dive into tailoring pre-trained LLMs for custom use cases using a RAG approach, featuring LangChain and Hugging Face integration- 20228Murphy ≡ DeepGuide
A Guide on 12 Tuning Strategies for Production-Ready RAG Applications
How to improve the performance of your Retrieval-Augmented Generation (RAG) pipeline with these "hyperparameters" and tuning strategies- 21600Murphy ≡ DeepGuide
Evaluating RAG Applications with RAGAs
A framework with metrics and LLM-generated data to evaluate the performance of your Retrieval-Augmented Generation pipeline- 21414Murphy ≡ DeepGuide
Optimizing Retrieval-Augmented Generation (RAG) by Selective Knowledge Graph Conditioning
How SURGE substantially improves knowledge relevance through targeted augmentation while retaining language fluency- 25825Murphy ≡ DeepGuide
Advanced Retriever Techniques to Improve Your RAGs
Master Advanced Information Retrieval: Cutting-edge Techniques to Optimize the Selection of Relevant Documents with Langchain to Create...- 23715Murphy ≡ DeepGuide
Evaluate RAGs Rigorously or Perish
Use RAGAs framework with hyperparameter optimisation to boost the quality of your RAG system.- 21707Murphy ≡ DeepGuide
17 (Advanced) RAG Techniques to Turn Your LLM App Prototype into a Production-Ready Solution
A collection of RAG techniques to help you develop your RAG app into something robust that will last- 21004Murphy ≡ DeepGuide
Battling Open Book Exams with Open Source LLMs
In the age where everyone uses ChatGPT for work and school, I am taking advantage of that to help me study in my university course- 21328Murphy ≡ DeepGuide
Working with Embeddings: Closed versus Open Source
Using techniques to improve semantic search- 27963Murphy ≡ DeepGuide
The Ultimate Guide to RAGs – Each Component Dissected
A visual tour of what it takes to build CHAD-level LLM pipelines- 25464Murphy ≡ DeepGuide
What Would a Stoic Do? – An AI-Based Decision-Making Model
Using AI to build Marcus Aurelius' reincarnation- 26379Murphy ≡ DeepGuide
We look at an implementation of the HyperLogLog cardinality estimati
Using clustering algorithms such as K-means is one of the most popul
Level up Your Data Game by Mastering These 4 Skills
Learn how to create an object-oriented approach to compare and evalu
When I was a beginner using Kubernetes, my main concern was getting
Tutorial and theory on how to carry out forecasts with moving averag