AIM Weekly 09 Sept 2024

AIM Weekly 09 Sept 2024

Tim Spann Tim Spann

Tim Spann

Senior Solutions Engineer

发布日期: 2024年9月9日
+ 关注

TL;DR --- But you should #154 - 09-September-2024

?? Mistral Nemo

?? Evaluating LLM Conversations

?? Building with NVIDIA and Milvus

?? Rag Evaluation using Ragas

??? AnythingLLM

?? RDBMS vs Vector DB

??? LLMWare

????NIM Agent Buildprints


Upcoming

??? Sept 12: Virtual: Voxel51

?? Sept 18: NYC: Unstructured Data Meetup NYC

?? Sept 19: NYC: AI Camp NYC

?? Sept 19: Virtual RAG Pipelines with Real-Time

?? Oct 23: NYC: Unstructured Data Meetup NYC

?? Oct 27-29: Raleigh, NC: All Things Open

?? Milvus 2.4.10 - RBAC for CDC, Database Access Restrictions, Upsert with Auto ID, Field Partial Load Collection


Last Week

??? Princeton AI

?? Princeton AI Report

?? MultiVector Advanced Search


Apps, Demos, Examples, Models, Notebooks and Projects

?? Partitioning Data for Performance by @ Tim Spann

?? Air Quality Applications & Notebook by @ Tim Spann

?? Milvus Partitioning by @ Tim Spann

?? Fun Friday Discussion by @ Chris & Tim

?? [https://www.youtube.com/watch?v=4ta842VAyIM](Challenges in Structured Document Data Extraction at Scale with LLMs)

Connect with Us

* https://github.com/milvus-io/milvus?utm_source=partner&utm_medium=referral&utm_campaign=2024_newsletter_tspann-ai-newsletters_external

* https://www.youtube.com/@FLaNK-Stack

* https://medium.com/@tspann/subscribe

* https://ossinsight.io/analyze/tspannhw

### CODE + COMMUNITY

Please join my meetup group NJ/NYC/Philly/Virtual.

This is Issue #154

Join us at the next meetup in September.

Featured Tool

Check out the RAGBuilder Github repo:

https://github.com/KruxAI/ragbuilder


Webinar Coming

Sept 12

Sept 19

New Zilliz Cloud

VectorDB Basics:

What are Vector Databases, and How Do They Work?

Vector Databases vs. Relational Database

Vector Database vs Graph Database

Compare Vector Databases, Vector Search Libraries, and Plugins

What Are Vector Embeddings?

Introduction to Vector Similarity Search

How to evaluate a vector database?

Benchmark Vector Database Performance: Techniques & Insights

Vector Database Benchmark tools:

VectorDBBench: Open-Source Vector Database Benchmark Tool

ANN Benchmarks

Everything you want to know about RAG

What is RAG?

OpenAI RAG vs. Your Customized RAG: Which One Is Better?

Will RAG Be Killed by Long-Context LLMs?

Optimizing RAG Applications: A Guide to Methodologies, Metrics, and Evaluation Tools for Enhanced Reliability

How to Evaluate RAG Applications

Vector Databases Are the Base of RAG Retrieval

RAG Enhancement techniques and tools:

Enhancing RAG with Knowledge Graphs

Optimizing RAG with Rerankers: The Role and Trade-offs

What is GraphRAG? Enhancing RAG with Knowledge Graphs

Building On-Prem RAG for Data Security

Crafting Highly Efficient RAG with DSPy

Build a RAG agent with an extended LLM context window using MemGPT

RAG tutorials

Local RAG Setup with Llama 3, Ollama, Milvus & LangChain

Build a Multimodal RAG with Gemini, BGE-M3, Milvus and LangChain

Building Intelligent RAG Applications with LangServe, LangGraph, and Milvus

Local Agentic RAG with LangGraph and Llama 3

A Guide to Chunking Strategies for Retrieval Augmented Generation (RAG)

Building RAG with Milvus, vLLM, and Meta’s Llama 3.1

Embedding, ML, and AI

Top Performing AI Models for Your GenAI Apps | Zilliz

How to Choose the Right Embedding Model for Your Data

Evaluating Your Embedding Model

Training Your Own Text Embedding Model - Zilliz blog

Generative AI Resource Hub | Zilliz

Articles

Partitioning Collections by Name

Report: Building the Future of Startups - Enhanced with Vector Databases and AI

Multiple Vectors and Advanced Search Data Model Design

领英推荐

Multi-Vector Search

What's in the Air Tonight, Mr. Milvus. (Air Quality + Vector Database + RAG)

Build a Rag App with NVIDIA NIM and Milvus

Videos

.NET Conf with AI and Milvus

AI Camp Videos - Pose Estimation

Slides

Events

September 3, 2024: StartupGrind Princeton: Building the Future AI & Startups in Action

September 12, 2024: Voxel 51 webinar

September 18, 2024: Unstructured Data Meetup NYC

September 19, 2024: AI Camp NYC

September 26, 2024: Conf42 Kube Native

September 26, 2024: Streamnative Partner Webinar


October 23, 2024: Unstructured Data Meetup NYC

October 24, 2024: Startups and AI Princeton


October 27 - 29, Raleigh, NC - All Things Open


October 31 - Live stream from my Halloween decorations with three 12 foot skeletons

November 5-7, 10-12, 2024: CloudX. Online/Santa Clara.

November 15, 2024: Build Stuff. Online. Adding Generative AI to Real-Time Streaming Pipelines

November 19, 2024: XtremePython. Online.

November 21, 2024: Big Data Conference 2024 EU

November 21, 2024: Unstructured Data Meetup NYC

December 4, 2024: Grace Hopper Celebration - Open Source - Milvus

December 10, 2024: Unstructured Data Meetup NYC

Code

* https://github.com/tspannhw/AIM-NYCStreetCams/tree/main/MultipleVectorsAdvanced%20SearchDataModelDesign

* https://github.com/tspannhw/AIM-RPIAIKit-PoseEstimation

* https://github.com/tspannhw/AIM-RPIAIKit

* https://github.com/tspannhw/AIM-Milvus-KB

* https://github.com/tspannhw/AIM-Milvus-DotNet

* https://github.com/tspannhw/AIM-JetsonAGXOrin

* https://github.com/milvus-io/milvus?utm_source=partner&utm_medium=referral&utm_campaign=2024_newsletter_tspann-ai-newsletters_external


Models

* https://huggingface.co/cartesia-ai/Rene-v0.1-1.3b-pytorch

* https://huggingface.co/ai21labs/AI21-Jamba-1.5-Large

* https://huggingface.co/black-forest-labs/FLUX.1-dev

* https://huggingface.co/Qwen/Qwen2-VL-7B-Instruct

Tools

* https://github.com/AppFlowy-IO/AppFlowy

* https://github.com/punnerud/rgcosm

* https://docs.all-hands.dev/modules/usage/how-to/cli-mode

* https://huggingface.co/lerobot

* https://haystack.deepset.ai/

* https://github.com/mikekelly/AgentK

* https://haystack.deepset.ai/integrations/milvus-document-store

* https://beingpax.medium.com/why-fabric-ai-can-change-the-way-you-use-ai-973e725354da

* https://rustdesk.com/

* https://github.com/danielmiessler/fabric?tab=readme-ov-file#Installation

* https://github.com/TabbyML/tabby

* https://github.com/TeamNewPipe/NewPipeExtractor

* https://github.com/PaddlePaddle/PaddleOCR

* https://crawlee.dev/

* https://github.com/Cinnamon/kotaemon

2020-2024 Tim Spann

https://www.youtube.com/@FLaNK-Stack

~~~~~~~~~~~~~~~ CONNECT ~~~~~~~~~~~~~~~

??? Videos: https://www.youtube.com/@MilvusVectorDatabase/videos

X Twitter - / milvusio https://x.com/milvusio

?? Linkedin: / zilliz https://www.dhirubhai.net/company/zilliz/

?? GitHub: https://github.com/milvus-io/milvus

?? Invitation to join discord: / discord https://discord.com/invite/FjCMmaJng6

https://discord.gg/9jdMRPJb?event=1273364262710022209


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Hrijul Dey

AI Engineer| LLM Specialist| Python Developer|Tech Blogger

3 个月

Revolutionizing Question Answering! Just dived into #DSPy to optimize my local LLMs. Mistral NeMo & Ollama are game changers - can't wait to build intelligent React agents. Let's connect and discuss! https://www.artificialintelligenceupdate.com/learning-dspy-optimizing-question-answering-of-local-llms/riju/ #learnmore #AI&U

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