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November 16, 2024

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

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

  • 🤖 How Instacart Uses ML to Suggest Replacements for Out-of-Stock Products

  • 🐼The Polars vs pandas difference nobody is talking about

  • 🔎SQLite Index Visualization: Structure

  • 🛠️ OpenAI to Launch AI Agent "Operator" to Automate User Tasks

  • 🤳 TikTok launches Symphony Creative Studio

  • 🖥️ ChatGPT desktop app gains direct app integration

  • 💡AI Tutorial:Transform product photos into ad campaigns

  • 🤖 AI Tools and Data Tools to checkout

In the different categories of data that every organization manages, Big Data and Master data is a data category where each of them serves a unique function, distinct from each other, yet they form an interdependent pillar.

This blog post will explore the complex challenges Instacart overcomes in building a robust replacement recommendation model and the innovative solutions implemented to ensure smooth and satisfactory replacements.

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It's certainly nice to see people talking about Polars, and the focus tends to be on features such as: 

  • lazy execution 

  • Rust

  •  consistent handling of null values 

  • multithreading 

  • query optimisation

Machine learning (ML) is widely used across dozens of scientific fields. However, a common issue called “data leakage” can lead to errors in data analysis. We surveyed a variety of research that uses ML and found that data leakage affects at least 294 studies across 17 fields, leading to overoptimistic findings.

After learning about indexes, I understood their basic structure, but I wanted to dig deeper — to explore the data structure, understand the algorithm, and learn how the index data is stored on disk. The theory and actual implementation can differ, so I decided to explore this topic further.

👨‍💻 Data Tools, Libraries

tiny-gpu (GitHub Repo)

tiny-gpu is a minimal GPU implementation in Verilog optimized for learning about how GPUs work from the ground up.

lunatik
Lunatik is a framework for scripting the Linux kernel with Lua.

Captable
Open-Source Captable, an alternative to Carta, Pully, Angelist and others.

AI News:

OpenAI is getting ready to release its new AI agent, called "Operator," in January as a research preview and tool for developers. This move puts OpenAI in competition with other tech companies like Anthropic and Google, who are also creating AI agents that can better interact with computers

Google has launched the Gemini AI app for iOS, making it easier for users to access features without using the Google app or the mobile website. The app supports text prompts in 35 languages, and the Gemini Live feature lets users have conversations in 12 languages.

Download Google Gemini for iOS here and  Download Google Gemini for Android here

Perplexity introduces ads with embedded questions, integrating sponsored content directly into its Q&A flow.Perplexity debuts its ad program with partners like Indeed and Whole Foods, marking a shift from click-driven ads.Some ad revenue will go to content publishers amid legal disputes over content use.

TikTok just released Symphony Creative Studio, an AI-powered video generation platform that offers new automated tools for brands to produce and scale advertising content.

OpenAI just pushed an update to its desktop app that enables ChatGPT to interact directly with third-party applications on Mac for seamless AI-assisted workflows, along with expanded Windows desktop app access.

AI Tutorial

✨ Transform product photos into ad campaigns

Ideogram lets you turn product photos into custom-sized marketing assets with legible text.

Step-by-step:

  1. Upload your product photo to Ideogram Canvas.

  2. Use "Extend" to adjust the image to your desired marketing format.

  3. Select "Magic Fill" and choose your preferred selection tool (brush, lasso, or rectangle).

  4. Add AI-generated text effects and export your marketing-ready asset.

🔥Top AI tools to increase productivity: 

  1. Undress AI Tool - Create a nude image with just a few clicks.

  2. Orbic AI is a revolutionary platform designed to democratize the AI landscape

  3. Nail Designs AI takes the stress out of choosing nail designs at the nail salon.

  4. Podify is a content and community platform dedicated to growing your LinkedIn and personal brand.

  5. Xona AI - AI-powered interior design tool.

  6. AI Chatbot Support- Autonomous AI and Live Chat CRM software for customer experiences on websites

  7. ItineraryTrip aims to provide a enhanced platform where travelers can access nearly everything they need in one single place.

  8. Xbase committed to helping you achieve superhuman levels of productivity on Twitter.

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

👀 NASA collaboration concepts (source)

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