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# Introduction
When applying for a job at Meta (formerly Facebook), Apple, Amazon, Netflix, or Alphabet (Google) — collectively known as FAANG — interviews rarely test whether you can recite textbook definitions. Instead, interviewers want to see whether you analyze data critically and whether you would identify a bad analysis…
Video editing has always had a dirty secret: removing an object from footage is easy; making the scene look like it was never there is brutally hard. Take out a person holding a guitar, and you’re left with a floating instrument that defies gravity. Hollywood VFX teams spend weeks fixing exactly this kind of problem.…
At the edge, our E2B and E4B models redefine on-device utility, prioritizing multimodal capabilities, low-latency processing and seamless ecosystem integration over raw parameter count. Powerful, accessible, open To power the next generation of pioneering research and products, we've sized the Gemma 4 models specifically to run and fine-tune efficiently on hardware — from billions of…
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# Introduction
As a machine learning practitioner, you know that feature selection is important yet time-consuming work. You need to identify which features actually contribute to model performance, remove redundant variables, detect multicollinearity, filter out noisy features, and find the optimal feature subset. For each selection method, you test different…
Today, we’re advancing Gemini’s real-time dialogue capabilities with Gemini 3.1 Flash Live, our highest-quality audio and voice model yet. It delivers the speed and natural rhythm needed for the next generation of voice-first AI, offering a more intuitive experience for developers, enterprises and everyday users. 3.1 Flash Live is available across Google products: For developers:…
In this tutorial, we build and explore the CAI Cybersecurity AI Framework step by step in Colab using an OpenAI-compatible model. We begin by setting up the environment, securely loading the API key, and creating a base agent. We gradually move into more advanced capabilities such as custom function tools, multi-agent handoffs, agent orchestration, input…
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# Introduction
Last month, I found myself staring at my bank statement, trying to figure out where my money was actually going. Spreadsheets felt cumbersome. Existing apps are like black boxes, and the worst part is that they demand I upload my sensitive financial data to a cloud server. I…
Providing new places to generate music High-quality music generation should be accessible wherever creativity happens. Whether you are an app developer, a business or music professional, or a creator, these integrations allow you to use Lyria’s advanced musical awareness to scale your production. Vertex AI: Lyria 3 Pro is now in public preview on Vertex…