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How I Automated My Machine Learning Workflow with Just 10 Lines of Python

is magical — until you’re stuck trying to decide which model to use for your dataset. Should you go with a random forest or logistic regression? What if a naïve Bayes model outperforms both? For most of us, answering that means hours of manual testing, model building, and confusion. But what if you could automate the entire …

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WTF is GRPO?!? – KDnuggets

Image by Author | Ideogram   Reinforcement learning algorithms have been part of the artificial intelligence and machine learning realm for a while. These algorithms aim to pursue a goal by maximizing cumulative rewards through trial-and-error interactions with an environment. Whilst for several decades they have been predominantly applied to simulated environments such as robotics, …

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Gemini 2.5’s native audio capabilities

ContentsSafety and responsibilityNative audio capabilities for developers Safety and responsibility We’ve proactively assessed potential risks throughout every stage of the development process for these native audio features, using what we’ve learned to inform our mitigation strategies. We validate these measures through rigorous internal and external safety evaluations, including comprehensive red teaming for responsible deployment. Additionally, …

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LLMs + Pandas: How I Use Generative AI to Generate Pandas DataFrame Summaries

datasets and are looking for quick insights without too much manual grind, you’ve come to the right place. In 2025, datasets often contain millions of rows and hundreds of columns, which makes manual analysis next to impossible. Local Large Language Models can transform your raw DataFrame statistics into polished, readable reports in seconds — minutes …

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Agentic RAG Applications: Company Knowledge Slack Agents

I that most companies would have built or implemented their own Rag agents by now. An AI knowledge agent can dig through internal documentation — websites, PDFs, random docs — and answer employees in Slack (or Teams/Discord) within a few seconds. So, these bots should significantly reduce time sifting through information for employees. I’ve seen …

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Hands-On Attention Mechanism for Time Series Classification, with Python

is a game changer in Machine Learning. In fact, in the recent history of Deep Learning, the idea of allowing models to focus on the most relevant parts of an input sequence when making a prediction completely revolutionized the way we look at Neural Networks. That being said, there is one controversial take that I …

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Identify content made with Google’s AI tools

Advances in generative AI are making it possible for people to create content in entirely new ways — from text to high quality audio, images and videos. As these capabilities advance and become more broadly available, questions of authenticity, context and verification emerge. Today we’re announcing SynthID Detector, a verification portal to quickly and efficiently …

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May Must-Reads: Math for Machine Learning Engineers, LLMs, Agent Protocols, and More

Never miss a new edition of The Variable, our weekly newsletter featuring a top-notch selection of editors’ picks, deep dives, community news, and more. We’re wrapping up another eventful month, one in which we published dozens of new articles on cutting-edge and evergreen topics alike: from math for machine learning engineers to the inner workings …

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Fuel your creativity with new generative media models and tools

Today, we’re announcing our newest generative media models, which mark significant breakthroughs. These models create breathtaking images, videos and music, empowering artists to bring their creative vision to life. They also power amazing tools for everyone to express themselves. Veo 3 and Imagen 4, our newest video and image generation models, push the frontier of …

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