Implementing Machine Learning Pipelines with Apache Spark

🦾Plus: 🚀 Google’s big Gemini 2.5 Pro update

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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?

  • 🚀10 Benefits of Starting Your Career As A Data Analyst

  • đź§ Foundation Agent is What ChatGPT Wishes It Could Be

  • ⚡️Cursor launches a bug-catching bot

  • đź’¬GitHub launches Copilot Spaces

  • đź“§ AI Email Replies in Your Voice

  • 🏛️ Anthropic’s Claude Gov for U.S. agencies

  • đź’ˇ AI Tutorial:Generate comprehensive research reports with deep analysis

  • 🤖 AI Tools and Data Tools to checkout

Apache Spark is a tool for working with big data. It is free to use and very fast. Spark can manage large amounts of data that don’t fit in a computer’s memory. A machine learning pipeline is a series of steps to prepare data and train models. These steps include collecting data, cleaning it, selecting important features, training the model, and checking how well it works.

This guide is your go-to resource for streamlining payments, improving cash flow, and keeping your business running smoothly.

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✔️ An actionable 8-step framework to create a seamless payment process

✔️ Expert strategies to reduce late payments and enhance your professional image

A well-structured payment system leads to smoother operations, happier clients, and long-term financial success.

Is a career in data analysis a good choice? Yes. Data analysis is a good career choice. Every day the amount of data that is created, copied, captured, and consumed keeps increasing rapidly. That is why the need for people to process data will also keep increasing.

Large Language Models (LLMs) can talk, but they can't act. That's the key idea driving the rise of Foundation Agents, the next-gen AI systems that don’t just answer questions but take action, collaborate, adapt, and even simulate emotions. These agents can model “vibes” to change their behavior based on your mood. 🔍 Key Concepts of Foundation Agents → They're modular AI systems inspired by the human brain. These agents can perceive, think, act, adapt, and even feel.

Cursor 1.0 launches with new tools aimed at automating code review and research workflows. The release adds Memories, a per-project feature that learns facts and coding patterns from your interactions and references them in the future. BugBot automatically reviews your PRs and catches potential bugs and issues.

Spaces let you ground Copilot’s knowledge in a curated set of specific code, documents, notes, and more. With this extra context, Copilot becomes an expert in the task at hand—from understanding how a system works, to why it was built in a particular way, or even best practice examples. You can also add custom instructions to a space, further tailoring Copilot’s answers in that space.

Through Squarespace’s cutting-edge features that combine automation, design presets, creative guidance, and generative AI, Design Intelligence makes it easy to build a beautiful and impactful website. With just a few pieces of information, Blueprint AI generates an entire website customized based off your brand’s goals, name, and personality. It’s AI speed, with Squarespace’s 20+ years of design expertise in website building. 

👨‍💻 Data Tools, Libraries

migrate-ai
A CLI tool designed to assist in migrating code from various frameworks and languages, such as Vue 2 to Vue 3 or JavaScript to TypeScript. It uses OpenAI to help perform these migrations and includes features for formatting code and managing configurations.

lsp-ai
An open-source language server that serves as a backend for AI-powered functionality, designed to assist and empower software engineers, not replace them.

Omakub
Opinionated Ubuntu Setup.

AI News:

Amazon has announced the formation of a new agentic AI group housed in Lab126, its product development center known for Kindle and Echo devices. This group aims to develop an AI framework specifically designed to improve robot interaction capabilities, enabling them to understand and execute natural language commands.

Whether you’re looking to change careers or just learn something new, Codecademy can help. With over 600 interactive courses, plus portfolio projects and industry certification prep, you'll get hands-on experience using in-demand tech skills. Big Data News Weekly readers can use code SKILLUP15 to save 15% on a year of Codecademy Pro.

Google DeepMind plans AI to manage your inbox tasks. Demis Hassabis of Google DeepMind is developing an AI-powered email assistant to manage routine emails. The AI will reply to mundane emails automatically in the user's personal writing style. Hassabis envisions AI as a universal assistant, protecting attention and streamlining daily chores.

Google just dropped a new update preview to its Gemini 2.5 Pro model, calling it the company’s “most intelligent model yet” — with notable jumps on coding, STEM, reasoning, and image understanding benchmarks. The new model shows major performance gains, extending its lead on user-preference leaderboards like LMArena and WebDevArena.

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Anthropic unveiled Claude Gov, a specialized version of its AI models designed exclusively for U.S. defense and intelligence agencies — featuring modified safety guardrails and enhanced capabilities for handling classified information.

Elon Musk’s social media platform X (formerly known as Twitter) has updated its developer agreement to prevent third parties from using its posts to train their AI models. A line has been added to the agreement stating that “You shall not and you shall not attempt to (or allow others to) […] use the X API or X Content to fine-tune or train a foundation or frontier model.”

Shoppers are going nuts over these low cost hearing aids that are virtually invisible. Discover how these affordable hearing aids are changing the lives of people everyday.

AI Tutorial

📊 Generate comprehensive research reports with deep analysis

In this tutorial, you will learn how to use Perplexity Labs’ advanced agentic research capabilities to transform simple prompts into comprehensive analytical reports with charts, statistics, and citations.

Step-by-step:

  1. Access Perplexity Pro and click the lightbulb icon in the chat input box to activate Labs mode

  2. Create a detailed research prompt, e.g., “Analyze the adoption of OpenAI's 4.1, o3, and o4-mini models across industries, with usage statistics and charts”

  3. Wait 5-10 minutes while the AI performs deep research, gathers sources, and compiles data

  4. Review your comprehensive report with charts, statistics, citations, and continue with follow-up questions for deeper insights

With car insurance premiums projected to reach a record $2,101 annually in 2025, it's more important than ever to make sure you're not overpaying. In fact, switching car insurance providers could save drivers over $1,300 a year, according to a 2024 survey.

🔥Top AI tools to increase productivity: 

  1. Trolly AI: Revolutionizing SEO Content Creation with Advanced AI Technology.

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

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

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

  5. Undress AI Tool is a website that offers a deepnude application, allowing users to create modified images

  6. Screenloop is the ultimate Talent Operations Platform, seamlessly integrating a next-gen ATS

  7. Postlyy - All in one platform to create, schedule, and analyze content on X and LinkedIn

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

Have cool resources to share? Submit AI tool

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