Sunile Manjee’s Post

Another great howto implement the new GenAI stack using SuperDuperDB #superduperdb #genai #llmops https://lnkd.in/dWvxNNKe

We’re changing the way Postgres works for our customers and addressing the complex challenges of the AI generation. #EDBPostgresAI #JustSolveItWithPostgres #PostgreSQL #AI

🎉 December is here, and it's time to reflect! 😊❤️ As 2024 wraps up, I’m taking a moment to reflect a year of resilience, hard work, and innovation in AI/ML 🚀💻. 🤍 Here’s a quick rewind of the impactful GenAI tech stacks I’ve worked on this year: 🔹 GCP Vertex AI & Document AI Models: Developed an invoice processing model with Document AI and an image classification model on Vertex AI 🤖☁️. 🔹 Advanced Python & Selenium: Builded web scrapers that optimized data gathering and minimize time 🕸️📄. 🔹 AI Voice Bot & Summarizer App: Revolutionized conversations and content with cutting-edge AI 🚀🗣️. 🔹 Gained experience on LLM framework : Designed LLM-powered solution by Langchain to address real-world challenges 💡📚. 🔹 GCP Networking Bot: Engineered and automated networking best practice workflows 🤝🌐. 🔹 Streamlit App Deployments: Deployed functional apps for impactful and engaging outcomes 📊✨. 🔹 Gained understanding on RAG for optiimizing information retrieval 🔹 Builded Tool Picker with OpenAI Multi-Level Routing: Integrated L1 + L2 routing with boto3 and generated structured metadata.json 📂🔧. 🔹 Web Data Extraction: Scraped data from 30+ websites and identified key themes using keyword extraction 🌐🔍. 🔹 OpenAI Function Calling & Pydantic : Produced structured LLM outputs using Pydantic 🛠️📜. 🔹 Vector Databases & GPT Models: Leveraged cutting-edge AI for practical, real-world solutions 🧠🌟. 🔹 Custom GPTs for Diverse Datasets: Builded tailored AI solution across multiple domains 📚🤖.…and so much more! 🌟 Beyond Projects: 🧑🤝🧑🌐 Hosted and conducted impactful events as a proud member of the Women Techmakers community. 🏆 Earned 10 badges recognizing contributions to AI/ML innovation. 🌎 Featured on global platforms, sharing my journey and insights. ✨ This year has been a testament to rigorous research, countless hours of implementation, and the relentless pursuit of building meaningful solutions. Despite challenges, the never-give-up spirit carried me through, delivering impactful results every step of the way 🌈. Here’s to more innovation, collaboration with talented team, and breakthroughs ahead! 😊 If you’d like me to write an article on any GenAI topic which you’re struggling with, feel free to comment below—I’d love to share insights! ❤️ #AI #ML #GenerativeAI #GCP #OpenAI #Python #WomenInTech #TechInnovation #Gratitude #Innovation #ArtificialIntelligence #MachineLearning #Automation #Coding #Programming #TechCareers #WomenInSTEM #AICommunity #GenerativeModels #TechLeadership #AIInnovation #FutureOfWork #AIApplications #AIforGood #TechTransformation #DigitalTransformation #PythonProgramming #DataEngineering #AIExplained #TechInsights #AITrends #AI2024 #AITechinnovation

Everyone should check out this excellent interview with Ayse Bilge Ince about the role of #Postgres for #AI. Bilge is one of our exceptional talents in the EDB engineering team for #Analytics and AI that we built up from ground over the first half of this year and that now started to produce output at increasing pace. In this video Bilge covers a lot of #GenerativeAI subject matter and EDB's AI strategy in a very relatable manner. https://lnkd.in/dNMGT9zd

Red Hat and #Elastic announced a collaboration to enable integration for the #Elasticsearch vector database on Red Hat #OpenShift #AI. Red Hat OpenShift users can now implement Elasticsearch for #vector #search and Retrieval-Augmented Generation (RAG) applications via the Red Hat Ecosystem Catalog.

🌟 New Guide: Create a Chatbot That Accesses Reliable and Structured Data!🌟 Explore our practical step-by-step guide, co-written with Oussama MOUSTAINE Moustaine, to equip your chatbot with the ability to generate precise #SQL queries and access verified data using LangChain and OpenAI's GPT-4, published on the blog of Quantmetry - Part of Capgemini Invent 🔍 Exclusive Techniques Covered: - Database preparation and description - Generation of implicit facts - Explainable answers 🎁 Bonus Content: - Adding memory - Providing additional context and insights - Preventing SQL syntax issues - Implementing early stop and clarification For each section, you'll find detailed prompts and associated code. Plus, we’ve included a GitHub repository with all the resources you need. We've developed an innovative method that significantly improves SQL query generation by incorporating implicit facts. 📚 To learn more about this technique and discover all our tips, read the full article : https://lnkd.in/e5DMYsXH #ArtificialIntelligence #GPT4 #OpenAI #LangChain

#GraphRAG is the new black! Graph databases is a powerful tool for grounding large language models. #Neo4j #graphdatabase #LLM #GenAI #knowledgegraph #Azure

🚀 Exciting News for Information Specialists! 🚀 Introducing Polyglot AI: Your Ultimate Query-Building Assistant! Are you tired of juggling multiple database languages? Polyglot AI is here to revolutionize your workflow: ✅ Build queries for ANY database with ONE intuitive interface ✅ AI-powered suggestions and error detection ✅ Cut query construction time by up to 50% ✅ Support for SQL, MongoDB, Elasticsearch, and more ✅ Real-time collaboration with your team Don't just work harder – work smarter with Polyglot AI! 🔗 Start your trial now: https://lnkd.in/dwQBafM7 Share your biggest database query challenges below! 👇 #DataScience #AI #DatabaseManagement #InformationTechnology #ProductivityTools

Himm. Serverless RAG! Combines powerful language models with cost-effective serverless architecture. It’s allowing your AI applications to generate accurate and contextually relevant responses using real-time data. https://lnkd.in/ea7YnNGb #genai #serverless #llm #rag

"AI is made for Postgres. And Postgres is made for AI." In a recent discussion, Marc Linster and Bilge Ince explored how Postgres is uniquely positioned to power enterprise AI solutions, from storing and managing vector data to integrating cutting-edge LLMs and AI models. Watch the full conversation in the video below to hear more about: ✅ How Postgres enables AI at scale ✅ The rise of LLMs and vector data in AI ✅ EDB’s approach to creating an AI-ready platform 👉https://bit.ly/3zzCTaj #EDBPostgresAI #JustSolveItWithPostgres #MachineLearning #LLMs #AIforBusiness #PostgreSQL