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🤖RAG-Enabled LLMs Automate Data Analysis

🤖RAG-Enabled LLMs Automate Data Analysis

🦾Plus: 🕶️Meta introduced Orion AR Glasses

September 26, 2024

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Hey folks! Let’s get into Big Data and AI craziness…

In today's edition: What's Shaping the Future of Data?

🚀How to Build Applications With Asyncpg and PostgreSQL
🐍11 Open Source Python Projects You Should Know
💾 5 Data Lake Examples to help manage massive data flows.
😱 OpenAI CTO exits amid rumors of non-profit removal
💼 Vinod Khosla predicts AI will handle 80% of work in most jobs
🔄Google upgraded its Gemini 1.5 models.
🤖 James Cameron is Joining Stability AI's Board of Directors
💡 AI Tutorial:How to Access Llama 3.2 Without Any Charges
🤖 AI Tools and Data Tools to checkout

How does security analytics improve IT operational efficiency?

Security analytics provide real-time insights into emerging threats and vulnerabilities, thus empowering teams to identify and mitigate potential risks before they escalate. This helps gain deeper insights into the security posture and enables them to protect their infrastructure more effectively.

How to Build Applications With Asyncpg and PostgreSQL

In this tutorial, I’ll walk you through creating applications with asyncpg and PostgreSQL. I'll start with the configuration basics and gradually build a simple app for financial data management. By the end, you will have learned how to make applications efficient but also scalable with asyncpg and PostgreSQL. But first, let’s describe the tools we’ll use in this tutorial.

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Data Collection, Creation, & Annotation
Prompt Engineering

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11 Open Source Python Projects You Should Know in 2024 🧑‍💻

Python is one of the easiest programming languages, and it can be used in almost every technical field — whether it's data science, automation, IoT, AI, machine learning, or web development. In this article, I've covered 11 open-source Python projects that every web developer should keep an eye on.

5 Data Lake Examples That Prove They’re Not Just a Buzzword

A data lake is essentially a vast digital dumping ground where companies toss all their raw data, structured or not. A modern data stack can be built on top of this data storage and processing layer, or a data lakehouse or data warehouse, to store data and process it before it is later transformed and sent off for analysis.

Using RAG-Enabled LLMs to Automate Data Analysis

Retrieval-augmented generation (RAG)-enabled large language models (LLMs) offer a trivial solution to the challenges of conventional data analysis workflows. Here, you’ll explore the possibilities of using RAG-enabled LLMs to automate data analysis and how it transforms the way we work with data.

👨‍💻 Data Tools, Libraries

WebJSX (GitHub Repo)

WebJSX is a minimal library for building web applications with JSX and Web Components. It provides two core functions: createElement, which creates virtual DOM elements using JSX, and applyDiff.

Spin (GitHub Repo)

Spin is a bash utility that improves the Docker experience. It can replicate any environment on any machine and centralize infrastructure from a single configuration file. Spin dramatically improves the developer experience when working with Docker using officially supported features and best practices.

AI Gateway (GitHub Repo)

AI Gateway is an interface between apps and hosted large language models. It streamlines API requests to LLM providers using a unified API.

AI News:

🕶️👥 𝐌𝐞𝐭𝐚 𝐢𝐧𝐭𝐫𝐨𝐝𝐮𝐜𝐞𝐝 𝐎𝐫𝐢𝐨𝐧 𝐀𝐑 𝐆𝐥𝐚𝐬𝐬𝐞𝐬 & 𝐂𝐞𝐥𝐞𝐛𝐫𝐢𝐭𝐲-𝐕𝐨𝐢𝐜𝐞𝐝 𝐀𝐈 𝐂𝐡𝐚𝐭𝐛𝐨𝐭!

Meta introduced Orion, its cutting-edge AR glasses set to transform the way we see the world. 🌐👓 These glasses overlay digital media onto your real-world view, moving beyond traditional screens.

Meta introduced Llama 3.2, its first major vision model capable of understanding both images and text, with 11B and 90B parameter versions.

Meta announced Voice Mode, similar to ChatGPT’s recent Advanced Voice Mode, which allows users to use their voice to talk with Meta AI on Messenger, Facebook, WhatsApp and Instagram DMs.

😱 OpenAI CTO exits amid rumors of non-profit removal

Mira Murati, (previously) CTO at OpenAI, just announced her decision to leave the company after six and a half years amid rumors that the company is removing its non-profit control and giving CEO Sam Altman equity

AI will handle 80% of work in most jobs

Vinod Khosla, cofounder of Sun Microsystems and prominent investor, predicts that AI could handle 80% of tasks in 80% of jobs, across various fields like healthcare, sales, engineering, and manual labor.

Google upgraded its Gemini 1.5 models.

Google releasing two updated production-ready Gemini models: Gemini-1.5-Pro-002 and Gemini-1.5-Flash-002 along with:

>50% reduced price on 1.5 Pro (both input and output for prompts <128K)
2x higher rate limits on 1.5 Flash and ~3x higher on 1.5 Pro
2x faster output and 3x lower latency
Updated default filter settings

🤖 James Cameron is Joining Stability AI's Board of Directors

Decorated filmmaker James Cameron has joined the board of generative media company Stability AI to guide its transition into visual storytelling

AI Tutorial

How to Access Llama 3.2 Without Any Charges

The new Llama 3.2 models can be downloaded from platforms like Hugging Face, but there’s also a quick way to try their features. Here’s how:

Visit Chatbot Arena—no login or signup is required.
Select "Direct Chat" from the top menu.
Choose the model you want to interact with. New ones include:
- llama-3.2-vision-90b-instruct and llama-3.2-vision-11b-instruct (powerful vision models)
- llama-3.2-3b-instruct and llama-3.2-1b-instruct (lightweight models)
Once selected, scroll down and send your text query. You can also upload images for the vision models and ask various questions about them. To upload, use the option on the left side of the text box (paperclip icon).

🔥Top AI tools to increase productivity:

Sapien- help organizations prepare data for AI training via a consumer game that empowers labellers to work from anywhere with an internet connection.
Kafkai is an AI Writer Assistant that offers a unique and readable content generation solution.
Texta is an AI-powered content generation tool that helps users create high-quality, SEO-optimized content with ease.
📈 hoopsAI: Stay Informed with Market Insights and Updates.
🤖 DroidGPT: Need help choosing OSS packages for your apps? Ask DroidGPT!
🔐 Sanctum: Experience peace of mind with Sanctum, your personal AI assistant that prioritizes your privacy.
🎥 Bluedot: AI-Powered Meeting Recorder for Google Meet. Seamlessly integrate with Slack, Notion, or your favorite CRM

View our database of all the best AI tools for your needs: aitoolsup.com

Have cool resources to share? Submit AI tool

A.I. Generated Image of the Day

👀 The Fellowship (source)