🤖 Best Open Source MLOps Tools

🦾Plus: NVIDIA's new free GPT-4 rival

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

In today's edition:

  • 🔐Authentication in monorepo: NextJs, Astro with Lucia and MongoDB

  • 🛠️How we built Text-to-SQL at Pinterest

  • 🌱Introducing Meadow: LLM Agents for Data Tasks

  • 💡Top 8 Vector Databases for AI & ML Projects in 2024

  • 🚀 Nvidia’s new Model Revolutionizes Synthetic Data

  • 🚨 Edward Snowden Heavily Criticizes OpenAI

  • 🧠MIT’s new tech shows whole brain hemispheres in 3D detail

  • 🤖 AI Tools and Data Tools to checkout

Leveraging open-source MLOps tools can significantly enhance this process, providing flexibility, scalability, and cost-effectiveness. Here, we explore some of the leading open-source MLOps platforms, frameworks, and tools that are empowering developers and data scientists worldwide.

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This guide will walk you through setting up a simple authentication in a monorepo environment. It covers the common scenario when multiple applications (e.g. landing page and web app), built with different frameworks need to share the same authentication mechanism.

My databases class at UCLA wasn’t very challenging so I never truly understood the internals of databases. This always bothered me so I vowed to build a simple database from scratch to learn the fundamentals.

Most data analysis at Pinterest happens through Querybook, our in–house open source big data SQL query tool. This tool is the natural place for us to develop and deploy new features to assist our data users, including Text-to-SQL.

In the real world, data workflows with several data pipelines with messy, dirty, changing data are an absolute nightmare! Enter Meadow: An open source, agentic framework for building multi-agent data workflows with LLMs with interactive user feedback

Vector databases, designed to handle high-dimensional vectors generated by ML models, play a pivotal role in this process. Here, we explore the top eight vector databases for AI and ML projects in 2024, highlighting their unique features and capabilities.

👨‍💻 Data Tools, Libraries 

NVIDIA Warp (GitHub Repo)

NVIDIA Warp is a Python framework for writing high-performance simulation and graphics code. It takes regular Python functions and JIT compiles them to efficient kernel code that can run on the CPU or GPU.

This repository contains a Python script that defines and trains GPT-2 from scratch. The model is trained on around 1 million characters from Shakespeare.

AI News:

Nvidia’s recent unveiling of the Nemotron-4 340B model has sparked significant excitement within the AI community. This model, part of a broader family including base, instruct, and reward models, stands out for its impressive training on 9 trillion tokens and support for multiple languages and programming languages

Edward Snowden, former NSA contractor and whistleblower, has criticized OpenAI for appointing former NSA director Paul Nakasone to its board, viewing it as a betrayal of public trust.

 A Chinese startup called Ex-Robots is developing ultra-realistic humanoid robots that can closely mimic human facial expressions and emotions.

MIT just produced three groundbreaking innovations that allowed them to map whole hemispheres of the human brain.

AI Tutorial

 Transform presentations into blog posts

Canva recently introduced an AI feature called ‘Magic Switch’ that automatically converts your presentations into compelling blog posts.

Step-by-step:

  1. Sign up for Canva Pro and access the Magic Studio here (free trial available for one month).

  2. Open your presentation in Canva.

  3. Click on “Resize & Magic Switch” in the top bar.

  4. Select “Transform into Doc” and select “Blog Post”.

  5. In a few seconds, it’ll generate an entire blog post draft based on the presentation 🎉

 🔥Top AI tools to increase productivity: 

  1. Alice - A native app that offers fast and reliable experience with models (OpenAI, Perplexity, Claude and more)

  2. Linktopia - Community link-building for bloggers, entrepreneurs and startup brands to grow  

  3. VerifactAI is an AI fact-checking tool that allows you to fact-check your articles within a minute.

  4. Deblank - intelligent design companion, featuring AI-enhanced color and font recommendations to expedite the initiation of your design projects.

  5. Deckee.AI is an AI website, Ethereum web3, and nft marketplace builder that helps influencers

  6. Stylar is an AI-powered design partner that revolutionizes image generation

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

👀 A man and his frog (source)

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