26-August-2024
Tim Spann @PaaSDev Milvus - Attu - Feder - GPTCache - VectorDB Bench https://linktr.ee/Milvusio
AIM Weekly (Attu - Milvus (Tim-Tam))
TL;DR --- But you should #152 - 26-August-2024
๐ Multi-modal RAG with CLIP, LLama3, Milvus
๐ค Using NVIDIA NIM Inference Microservices with Milvus (Is that NIM-M?)
๐ AI Camp Pose Estimation Slides
๐ฑ .NET Conf with AI and Milvus
๐ฅ๏ธ RAG Handbook
๐ข Compression for dataframes
๐ฅ๏ธ NVIDIA Breakthrough!
๐ฑ Understanding Boolean Retrieval Models
Upcoming
๐ผ Sept 5: Virtual: Structured Document Extraction At Scale (Webinar)
๐ฝ Sept 18: NYC: Unstructured Data Meetup NYC
๐ Oct 23: NYC: Unstructured Data Meetup NYC
๐ก Oct 27-29: Raleigh, NC: All Things Open
๐ฅ Milvus 2.4.9 (Milvus 2.5 is soon)
Last Week
๐ฅ๏ธ AI Camp Meetup @ MS Reactor Times Square NYC
๐ Unstructured Meetup @ SAP Hudson Yards NYC
๐ What's in the Air Tonight, Mr. Milvus. (Air Quality + Vector Database + RAG)
Apps, Demos, Examples, Models, Notebooks and Projects
๐ Air Quality Applications & Notebook by @ Tim Spann
๐ค PHI-3.5 Mini Instruct supports 128K context length
๐ค PHI-3.5 Mini Instruct Vision for vision
๐ค PHI-3.5 Mini Instruct MoE Mixture of Experts edition
๐ฐ Raspberry Pi 5 + AI Kit + Milvus Demo do cool Edge AI/DB on the cheap ๐ฐ ๐ฆ Easy Data Prep Kit from IBM - this is cool
Connect with Us
CODE + COMMUNITY
Please join my meetup group NJ/NYC/Philly/Virtual.
This is Issue #152
Join us at the next meetup in September.
Featured Tool
Check out the RAGBuilder Github repo: https://github.com/KruxAI/ragbuilder
Webinar Coming
https://zilliz.com/event/challenges-in-structured-doc-data-extraction-at-scale-with-llms
Tutorials
Learning RAG
https://zilliz.com/learn/RAG-handbook
https://zilliz.com/blog/multimodal-RAG-with-CLIP-Llama3-and-milvus
https://zilliz.com/learn/multimodal-RAG
https://zilliz.com/learn/exploring-openai-clip-the-future-of-multimodal-ai-learning
https://zilliz.com/blog/build-better-multimodal-rag-pipelines-with-fiftyone-llamaindex-and-milvus
https://zilliz.com/learn/A-Beginner-Guide-to-Natural-Language-Processing
https://zilliz.com/learn/nlp-technologies-in-deep-learning
https://zilliz.com/learn/popular-datasets-for-natural-language-processing
https://zilliz.com/learn/top-10-natural-language-processing-tools-and-platforms
https://zilliz.com/learn/top-5-nlp-applications
https://zilliz.com/learn/7-nlp-models
https://zilliz.com/learn/NLP-essentials-understanding-transformers-in-AI
https://zilliz.com/learn/Neural-Networks-and-Embeddings-for-Language-Models
https://zilliz.com/learn/large-language-models-and-search
https://zilliz.com/glossary/large-language-models-(llms)
https://zilliz.com/learn/top-llms-2024
https://zilliz.com/glossary/prompt-as-code-(prompt-engineering)
https://zilliz.com/blog/enhancing-chatgpt-intelligence-efficiency-langchain-milvus
https://zilliz.com/learn/guide-to-using-openai-tect-embedding-models
https://zilliz.com/learn/NLP-and-Vector%20Databases-Creating-a-Synergy-for-Advanced-Processing
Cool Stuff
NVIDIA NIMs with Milvus https://thenewstack.io/build-a-rag-app-with-nvidia-nim-apis-and-a-vector-database/
NIMs https://thenewstack.io/a-developers-guide-to-nim-nvidias-ai-application-platform/
Compression for dataframes https://github.com/MNoorFawi/lzhw
Articles
What's in the Air Tonight, Mr. Milvus. (Air Quality + Vector Database + RAG) https://medium.com/@tspann/whats-in-the-air-tonight-mr-milvus-fbd42f06e482
AI and Vectors - Meetup Report https://medium.com/@tspann/ai-and-vectors-in-the-sky-f28297c01546
AI Camp - 15 August 2024 Report https://medium.com/@tspann/report-15-august-2025-ai-camp-45e2b5d87838
Milvus - The Unstructured Olympics of the Mind? AI? Data? https://medium.com/@tspann/milvus-the-unstructured-olympics-of-the-mind-ai-data-b08ee4ba8c33
From Edge to the Cloud and Back Again https://medium.com/@tspann/from-the-edge-to-the-cloud-and-back-again-01095e95a783
Visual AI Agents https://www.nvidia.com/en-us/use-cases/visual-ai-agents/
LFAI Data - Monocle https://lfaidata.foundation/blog/2024/08/19/lf-ai-data-announces-monocle-as-its-latest-sandbox-project/?u
LangGrah Router Tools https://medium.com/@kbdhunga/beginners-guide-to-langgraph-router-tools-and-branch-part-2-6e4898eb76d8
Llama 3.1 with NVIDIA Minitron https://medium.com/@bnjmn_marie/llama-3-1-4b-with-nvidia-minitron-35fba3889756
LLM as a Judge https://cameronrwolfe.substack.com/p/llm-as-a-judge
DevPedia https://devpedia.pages.dev/
Autogen on local LLM https://ai.gopubby.com/use-autogen-with-a-local-llm-1602f5c60213
Prompt Engineering Options https://medium.com/@mr.sean.ryan/improved-genai-via-combined-prompting-techniques-multi-agents-chained-prompts-chain-of-thought-64f6c52878d4
Videos
.NET Conf with AI and Milvus https://www.youtube.com/live/3x9ynkurJoI
AI Camp Videos - Pose Estimation
https://www.youtube.com/watch?v=R6UXk_iDY-w
Fun Unstructured Friday https://youtu.be/UyMUSXdH_lg
Quick Edge Demo https://www.loom.com/share/f779fbe49e674c9f8e42369546c61ca0
NYC Replacement Talk https://www.youtube.com/watch?v=AuWveijqcog
Milvus https://www.youtube.com/watch?v=kIj-KKnC-PA
Slides
https://github.com/dotnetConf/FocusOnAI_24
Events
September 12, 2024: Voxel 51 webinar
https://www.linkedin.com/feed/update/urn:li:activity:7232506837336473601/
September 18, 2024: Unstructured Data Meetup NYC https://lu.ma/9o3la3gf
https://allevents.in/manhattan/unstructured-data-meetup-new-york/80001083991651?ref=smdl
October 23, 2024: Unstructured Data Meetup NYC https://lu.ma/naqu6xrd
October 27 - 29, Raleigh, NC - All Things Open https://2024.allthingsopen.org/speakers/timothy-spann https://2024.allthingsopen.org/sessions/advanced-retrieval-augmented-generation-rag-techniques
October 31 - Live stream from my Halloween decorations with three 12 foot skeletons
November 5-7, 10-12, 2024: CloudX. Online/Santa Clara. https://www.developerweek.com/cloudx/
November 13-15, 2024: Build Stuff. Online. Adding Generative AI to Real-Time Streaming Pipelines
November 19, 2024: XtremePython. Online. https://xtremepython.dev/2024/
November 21, 2024: Big Data Conference 2024 EU
November 21, 2024: Unstructured Data Meetup NYC https://lu.ma/cqxuproe
December 4, 2024: Grace Hopper Celebration - Open Source - Milvus https://ghc.anitab.org/open-source/
December 10, 2024: Unstructured Data Meetup NYC https://lu.ma/u2ijucyv
Code
Models
Tools
https://github.com/ytang07/octoai_milvus/blob/main/MMO_RAG.ipynb
https://github.com/aishwaryanr/awesome-generative-ai-guide/blob/main/resources/agents_101_guide.md
https://github.com/jftesser/stereo-image-generation?tab=readme-ov-file
https://thenewstack.io/build-a-rag-app-with-nvidia-nim-and-milvus-running-locally/
ยฉ 2020-2024 Tim Spann https://www.youtube.com/@FLaNK-Stack
๐ฅ๏ธ Videos: https://www.youtube.com/@MilvusVectorDatabase/videos
X Twitter - / milvusio https://x.com/milvusio
๐ Linkedin: / zilliz https://www.linkedin.com/company/zilliz/
๐บ GitHub: https://github.com/milvus-io/milvus
๐ฆพ Invitation to join discord: / discord https://discord.com/invite/FjCMmaJng6
https://discord.gg/9jdMRPJb?event=1273364262710022209