#37 GraphRAG  SAM 2  Embeddings  Discord Chatbot  LSTM Project!
Source: tai_blog

Good morning  AI enthusiasts! This week  we dive into applied AI developments  fundamental concepts  real-world discussions  and more. Dive in and enjoy the read!   Whats AI WeeklyThis week in Whats AI  I focus on the new hype in LLMs: GraphRAG. GraphRAG is a powerful extension to the Retrieval-Augmented Generation (RAG) stack  making a lot of noise thanks to Microsoft and LlamaIndexs contributions. But the question remains: Should YOU be using it? Thats what I covered in this weeks issue. Read it here!    Louis-Franois Bouchard  Towards AI Co-founder & Head of Community   This issue is brought to you thanks to AI & Big Data Expo:   Book your free conference and expo ticket to AI & Big Data Expo Europe 2024   Join us for one of the most anticipated technology events of the year  the AI and Big Data Expo Europe 2024.   Event Highlights:   6 Co-Located Events  A comprehensive exploration of AI and Big Data with six co-located events.7 000+ Attendees  Professionals  thought leaders  and enthusiasts from around the globe.200+ Speakers  Industry experts from Netflix  IKEA  The UN  Deloitte  Booking.com  and more to share their insights  experiences  and forecasts.Thematic Tracks  Covering Enterprise AI  Machine Learning  Security  Ethical AI  Deep Learning  Data Ecosystems  NLP  and more.Date & Location: 12 October 2024 at the RAI  Amsterdam.   Your in-person ticket will also grant you access to the co-located events exploring IoT Tech  Intelligent Automation  Cyber Security & Cloud  Unified Communications  Edge Computing  and Digital Transformation!   Book your tickets here!   Learn AI Together Community section!Featured Community post from the DiscordGere030199 has created Miao AI  a text and voice chatbot that can be used directly in your Discord Server. Miao can perform various automations such as in-depth web searches  image generation/modification  and analyzing attached files/images. It is also perfect for resumes  analysis  language learning  coding  math  and more! Check it out here and support a fellow community member. Share your thoughts and questions in the Discord thread!   AI poll of the week!Thats what makes us a community: our shared love for AI. Beyond the hype  what do you think is the most essential concept/tool for anyone joining AI now? Tell us in the thread on Discord.   Collaboration OpportunitiesThe Learn AI Together Discord community is flooding with collaboration opportunities. If you are excited to dive into applied AI  want a study partner  or even want to find a partner for your passion project  join the collaboration channel! Keep an eye on this section  too  we share cool opportunities every week!   1. Mangoo1814 is using sklearn and TensorFlow to predict stock market prices. There are many things to test  such as weighing different TAs  implementing graphical formulas  and using LSTM and RNN with different data types. They are looking for someone to partner with  so if this sounds fun  get in touch in the thread!   2. Nicepheonix is looking for someone to collaborate with on a keyword detection project. If you can help  connect in the thread!   Meme of the week!Meme shared by ghost_in_the_machine   TAI Curated sectionArticle of the weekContext Retrieval Optimization with Gaussian Mixture Model for Complex Queries by Vitaly Bulgakov   This article explores how GMM can enhance the efficiency of information retrieval  making it easier to tackle complex queries. It is a great read for AI enthusiasts and researchers who want to explore the future of context-aware systems.   Our must-read articles1. Instruction Fine-Tuning Large Language Models for Summarization: Step-by-Step Guide by Youssef Hosni   This tutorial walks you through setting up your working environment  including downloading the necessary dependencies and loading the required dataset and LLM. It also demonstrates how to test the model using zero-shot inferencing  establishing a baseline for comparison.   2. SAM 2 (Segment Anything Model 2) is Amazing  But We Need to understand SAM 1 by JAIGANESAN   You might have seen the exciting news about SAM 2 from Meta  along with some amazing videos showcasing its capabilities. The Segment Anything Model (SAM) is indeed impressive and this article breaks down the parts of SAM.   3. Embeddings  The Blueprint of Contextual AI by Abhinav Kimothi   This article explains embeddings and how they are revolutionizing the way machines understand context  enabling more accurate and nuanced interactions. It is a must-read for anyone interested in the future of AI and natural language processing.   4. Explainable AI for CLIP: The Architecture Explanation and its Application for Segment Anything by Yuki Shizuya   Explainability is one of the crucial topics for AI models. Recent complicated AI tends to be a black box algorithm  making it difficult for humans to understand why the AI delivers those results. This article introduces the architecture of CLIP_Surgery and its application.   If you are interested in publishing with Towards AI  check our guidelines and sign up. We will publish your work to our network if it meets our editorial policies and standards.