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Implementing Robust RAG Pipelines: Integrating Google's Gemma 2 (2B) Open Model, MongoDB, and LLM Evaluation Techniques
This tutorial explores building a retrieval-augmented generation (RAG) pipeline by integrating Google’s Gemma 2 (2B) model, MongoDB, and LLM evaluation techniques. Gemma 2, a lightweight model with two billion parameters, is used for efficient response generation, while MongoDB acts as the vector database, enabling semantic search for relevant documents. The tutorial demonstrates how to create an asset management assistant that analyzes market reports stored in MongoDB. It covers embedding generation, vector search, and the use of the DeepEval library to assess the relevance and faithfulness of LLM-generated responses. By combining these tools, the tutorial highlights an efficient approach to building AI-driven solutions with robust performance evaluation in a RAG pipeline.Sep 12, 2024
Article
Currency Analysis With Time Series Collections #3 — MACD and RSI Calculation
Previously, we calculated simple moving average/exponential moving average on currencies based on a time window. Now, we increase the complexity!
Sep 11, 2024
Article
3 Underused MongoDB Features
This article is about three features of MongoDB that deserve to be better known: TTL Indexes, Capped Collections, and Change Streams.
Sep 11, 2024
Article
Automate the Automation on MongoDB Atlas
We put resources and documentation (with plenty of examples using cURL) right in Postman, an API platform for building and using APIs.
Sep 11, 2024
Article
Using AWS Rekognition to Analyse and Tag Uploaded Images
Learn how to use Rekognition along with Realm to supplement new content with information as it is inserted into the database.
Sep 11, 2024
Article
5 Ways to Reduce Costs With MongoDB Atlas
Atlas enables enhanced scalability and reduces dependence on fixed costs when deploying on premises instances of MongoDB. Learn how to reduce costs.
Sep 11, 2024
Article
How to Easily Pause and Resume MongoDB Atlas Clusters
Wouldn't it be great if we could just jump on a local command line to look at our live clusters? I wrote a script to automate it.
Sep 11, 2024
Article
Resumable Initial Sync in MongoDB 4.4
Discover the new Resumable Initial Sync feature in MongoDB v4.4. It enables nodes doing initial sync to survive events like transient network errors.
Sep 11, 2024
