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franz heffa

Participante desde 2025

Google DeepMind: 07 Accelerate Your Model Earned Apr 3, 2026 EDT
Primeiros passos na criação de agentes com o Kit de Desenvolvimento de Agente (ADK) Earned Mar 31, 2026 EDT
Criação de agentes com o Kit de Desenvolvimento de Agente (ADK) Earned Mar 31, 2026 EDT
Google DeepMind: 05 Fine-Tune Your Model Earned Mar 31, 2026 EDT
Noções básicas de agentes Earned Mar 14, 2026 EDT
Google DeepMind: Train A Small Language Model Earned Dec 15, 2025 EST
Introdução ao Gemini para Google Workspace Earned Dec 14, 2025 EST
IA responsável para desenvolvedores: imparcialidade e viés Earned Dec 14, 2025 EST
How to Use TPUs for Inference Earned Dec 3, 2025 EST
Architecting an AI Inference Stack Earned Dec 3, 2025 EST
Operações de machine learning (MLOps) com a Vertex AI: avaliação de modelo Earned Dec 1, 2025 EST
Operações de Machine Learning (MLOps) para IA Generativa Earned Nov 30, 2025 EST
AI Boost Bites: Advanced Analysis in Sheets Earned Nov 27, 2025 EST
AI Boost Bites: Notes to Sheets with Gemini Earned Nov 27, 2025 EST
AI Boost Bites: Gemini Calendar Hacks in Gmail Earned Nov 27, 2025 EST
AI Boost Bites: Build Slides Fast with Gemini Earned Nov 27, 2025 EST
AI Boost Bites: Talk to Your Data in Sheets Earned Nov 27, 2025 EST
AI Boost Bites: AI Magic in a Sheets Cell Earned Nov 27, 2025 EST
AI Boost Bites: Create ‘What If’ Scenarios with AI Earned Nov 27, 2025 EST
AI Boost Bites: Become a Creative Mashup Artist Earned Nov 27, 2025 EST
AI Boost Bites: Become an AI Art Director for Your World Earned Nov 27, 2025 EST
AI Boost Bites: Create the Perfect Portrait Earned Nov 27, 2025 EST
AI Boost Bites: Research Hacks with NotebookLM Earned Nov 27, 2025 EST
AI Boost Bites: Find the Story in Your Data Earned Nov 27, 2025 EST
AI Boost Bites: Streamline Event Planning with AI Earned Nov 27, 2025 EST
AI Boost Bites: Make Any Big Purchase with Confidence Earned Nov 27, 2025 EST
AI Boost Bites: Animated Charts with Gemini Earned Nov 27, 2025 EST
AI Boost Bites: Turn Your Ideas into Animated Art Earned Nov 27, 2025 EST
AI Boost Bites: Your Personal AI Tutor Earned Nov 26, 2025 EST
AI Boost Bites: Gamify Your Study Guides Earned Nov 26, 2025 EST
AI Boost Bites: Get Your Competitor's Playbook in Minutes Earned Nov 25, 2025 EST
AI Boost Bites: Build a Personalized Weather App Earned Nov 23, 2025 EST
AI Boost Bites: Create a 3D Solar System Earned Nov 23, 2025 EST
AI Boost Bites: Create Your Own Productivity Tools Earned Nov 23, 2025 EST
AI Boost Bites: Guided Learning with Gemini Earned Nov 23, 2025 EST
AI Boost Bites: Create Your Own Retro Arcade Game Earned Nov 23, 2025 EST
AI Boost Bites: Become a "Vibe DJ" Earned Nov 23, 2025 EST
AI Boost Bites: Create Your Ultimate College Scouting Report Earned Nov 23, 2025 EST
AI Boost Bites: NotebookLM Video Overviews Earned Nov 23, 2025 EST
AI Boost Bites: Discover Sources in NotebookLM Earned Nov 22, 2025 EST
AI Boost Bites: NotebookLM Mind Maps Earned Nov 22, 2025 EST
AI Boost Bites: One-Click Campaign Visuals Earned Nov 22, 2025 EST
AI Boost Bites: From Napkin Sketch to Functional App Earned Nov 22, 2025 EST
AI Boost Bites: NotebookLM Reports Earned Nov 21, 2025 EST
AI Boost Bites: Your Personal Feedback Agent Earned Nov 21, 2025 EST
AI Boost Bites: Presentation Scripts with Gemini Earned Nov 21, 2025 EST
AI Boost Bites: Email Content Creation Earned Nov 21, 2025 EST
AI Boost Bites: Create Docs in Seconds Earned Nov 21, 2025 EST
AI Boost Bites: Tame Your Inbox with AI Earned Nov 20, 2025 EST
AI Boost Bites: Gemini Slide Summaries Earned Nov 20, 2025 EST
AI Boost Bites: No-Code Sheets & Scripts Earned Nov 19, 2025 EST
AI Boost Bites: Amplify Exec Voices with AI Earned Nov 19, 2025 EST
AI Boost Bites: Exec Summaries with Gemini Gems Earned Nov 19, 2025 EST
AI Boost Bites: Automate tasks with Gemini and Apps Script Earned Nov 18, 2025 EST
AI Boost Bites: TL;DR with Gemini in Docs & Drive Earned Nov 18, 2025 EST
AI Boost Bites: "Eat the Frog" with NotebookLM Earned Nov 18, 2025 EST
AI Boost Bites: Gemini Image-to-Sheets Hack Earned Nov 18, 2025 EST
AI Boost Bites: Poke Holes in Your Strategy Earned Nov 18, 2025 EST
AI Boost Bites: NotebookLM for Competitive Edge Earned Nov 18, 2025 EST
AI Boost Bites: Personalization with customized prompts Earned Nov 17, 2025 EST
AI Boost Bites: Content Generation with Gemini Made Easy Earned Nov 17, 2025 EST
AI Boost Bites: Supercharge Research with Gemini Earned Nov 17, 2025 EST
AI Boost Bites: NotebookLM for Market Research Earned Nov 17, 2025 EST
AI Boost Bites: Intro to NotebookLM Earned Nov 17, 2025 EST
AI Boost Bites: Project Notebooks Earned Nov 16, 2025 EST
AI Boost Bites: AI Power-Ups for Google Workspace Earned Nov 16, 2025 EST
AI Boost Bites: Prompting like a Pro with Google Workspace Earned Nov 15, 2025 EST
Infraestrutura de IA: introdução ao Hipercomputador de IA Earned Nov 13, 2025 EST
Noções básicas do Google Cloud: infraestrutura principal Earned Nov 13, 2025 EST
Kubernetes no Google Cloud Earned Nov 9, 2025 EST
Preparação para sua jornada de certificação Professional Cloud Architect Earned Nov 3, 2025 EST
Google DeepMind: 03 Design And Train Neural Networks Earned Oct 27, 2025 EDT
Google DeepMind: 02 Represent Your Language Data Earned Oct 26, 2025 EDT
Google DeepMind: 01 Build Your Own Small Language Model Earned Oct 26, 2025 EDT
Google DeepMind: 04 Discover The Transformer Architecture Earned Oct 26, 2025 EDT
Solução de problemas do Google Workspace Earned Oct 25, 2025 EDT
Segurança do Google Workspace Earned Oct 25, 2025 EDT
Governança de dados no Google Workspace Earned Oct 25, 2025 EDT
Serviços principais do Google Workspace Earned Oct 25, 2025 EDT
Gerenciamento de usuários e recursos no Google Workspace Earned Oct 24, 2025 EDT
IA generativa: para além do chatbot Earned Oct 22, 2025 EDT
AI Boost Bites: Customer insights with NotebookLM Earned Sep 30, 2025 EDT
AI Boost Bites: Gemini Gems – Your ultimate marketing sidekick Earned Sep 4, 2025 EDT
Criar embeddings, pesquisa vetorial e RAG com o BigQuery Earned Aug 10, 2025 EDT

Train more powerful models with a single GPU. In this course, you will learn how hardware can speed up model training and the key considerations when training models on a GPU. First, you will learn how to estimate the number of computations and the amount of computer memory required to train large neural networks. You will then discover techniques for reducing the computing and memory requirements when training a model. Techniques which you will apply for fine-tuning a Gemma model with 4 billion parameters. Finally, you will consider the potential environmental impacts of machine learning, with a focus on where questions of energy, water, and e-waste intersect with justice and equity.

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Coloque em prática o que você sabe sobre agentes criando, configurando e executando seu primeiro agente de IA com o Kit de Desenvolvimento de Agente (ADK) do Google. Neste curso prático, você vai configurar um ambiente de desenvolvimento completo em ADK, criar agentes usando código Python e configuração YAML e executá-los com várias interfaces. Você também aprenderá os parâmetros centrais que definem o comportamento dos agentes, aplicando em código funcional o que aprendeu no primeiro curso.

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Saiba como usar o Kit de Desenvolvimento de Agente (ADK). Este curso aborda o framework de código aberto do ADK, partindo da simples engenharia de comando para uma abordagem de desenvolvimento de software estruturada e com foco no código, ideal para sistemas multiagentes de nível empresarial.

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Unleash the power of language models with fine-tuning. In this course, you will learn how to adjust a pre-trained model to a specific task. You will start with full-parameter fine-tuning using a small language model. To tune larger models like Gemma, you will learn parameter-efficient techniques with a focus on LoRA. Finally, you will be briefly introduced to reinforcement learning as an alternative to supervised fine-tuning (SFT). You will also explore how AI is imagined and made sense of in cultural contexts. You will consider why responsible AI is not just about technical safety but also about building governance systems that reflect community values and protect the public interest.

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Os agentes de IA representam uma grande mudança em relação aos tradicionais modelos de linguagem de grande escala (LLMs): em vez de simplesmente gerar soluções baseadas em texto, eles também podem agir de forma autônoma para executá-las. Este curso apresenta os fundamentos dos Agentes de IA, como eles diferem das APIs LLM e onde agregam valor no mundo real. Baseado no artigo Agentes do Google, ele fornece a base teórica necessária antes de escrever suas primeiras linhas de código de agente, ideal para desenvolvedores, arquitetos e tomadores de decisão técnica que desejam entender os sistemas de IA pela perspectiva do comportamento autônomo e orientado a objetivos (e não apenas geração de texto). Participe do fórum da comunidade para perguntas e discussões.

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Complete the advanced Google DeepMind: Train A Small Language Model skill badge by completing this course to demonstrate skills in the following: formulating real-world language model research problems; building a simple tokenizer; preparing a dataset for training a transformer language model; running the training loop of a small language model. Access this lab at no-cost by signing up for the no-cost subscription. Receive 35 free credits each month!

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O Gemini para Google Workspace é um complemento que acrescenta recursos de IA generativa à plataforma. Neste programa de aprendizado, você vai conhecer as principais funcionalidades do Gemini e como elas podem ser usadas para melhorar a produtividade e a eficiência no Google Workspace.

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Neste curso, apresentamos conceitos de IA responsável e princípios de IA. Ele contém técnicas para identificar e reduzir o viés e aplicar a imparcialidade nas práticas de ML/IA. Vamos abordar ferramentas e métodos práticos para implementar as práticas recomendadas de IA responsável usando produtos do Google Cloud e ferramentas de código aberto.

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This course is for developers interested in learning how to use TPUs for inference—from architecture to deployment, and how to solve common implementation challenges.

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This course is designed for developers looking to build an optimized AI inference stack on Google Cloud. Whether you’re working with GPUs or TPUs, you’ll explore the fundamental components of an inference stack, learn design principles for maximizing performance and reliability, and explore practical techniques to take your workloads from 0 to 1.

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Neste curso, profissionais de machine learning vão conhecer as principais ferramentas, técnicas e práticas recomendadas para avaliar modelos de IA generativa e preditiva. Essa avaliação é muito importante para garantir que os sistemas de ML produzam resultados confiáveis, precisos e de alto desempenho na produção. Os participantes vão entender em detalhes as várias métricas e metodologias de avaliação, além da aplicação correta delas em diferentes tarefas e tipos de modelo. O foco do curso está nos desafios específicos dos modelos de IA generativa e nas estratégias para lidar com eles de forma eficaz. Usando a plataforma Vertex AI do Google Cloud, os participantes vão aprender a implementar processos robustos de avaliação para selecionar e otimizar os modelos, com monitoramento contínuo.

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O objetivo desse curso é equipar você com o conhecimento e as ferramentas necessários para resolver os desafios enfrentados por equipes de MLOps durante o desenvolvimento e gerenciamento de modelos de IA generativa. Também queremos mostrar como a Vertex AI ajuda equipes de IA a simplificar processos de MLOps e a alcançar o sucesso em projetos de IA generativa.

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In this video, you'll learn to use Gemini in Google Sheets for advanced data analysis. You'll learn how to create data visualizations, like a scatter plot, using a simple prompt. You'll also learn how to ask Gemini to analyze your data for strategic insights and recommendations, such as how to save money.

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In this video, you'll learn to use Gemini in Google Sheets to automatically generate organized trackers from unstructured data. You'll learn how to write a prompt that references other Google Drive files using the "@" symbol. You'll also see how Gemini builds a fully formatted, color-coded table with drop-down menus based on the data in your notes, saving you significant manual effort.

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In this video, you'll learn to use Gemini in Google Workspace to manage your calendar from your Gmail inbox. You'll learn how to ask Gemini about your schedule in the side panel and how to create new events without switching apps. You'll also learn how to use Gemini's one-click scheduling feature when it automatically detects event details in an email.

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In this video, you'll learn to use Gemini in Google Slides to build polished presentations efficiently. You'll see how to create slides by referencing content directly from your Google Drive files using the "@" symbol. You'll also learn to generate custom, professional images from a simple text prompt to visually enhance your presentation.

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In this video, you'll learn to use the "Ask Gemini" feature in Google Sheets to manage your data with natural language. You'll see how to ask Gemini to create dropdowns, highlight sales data, create a pivot table, filter by month, and sort by revenue.

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In this video, you'll learn to use the =AI() function in Google Sheets to automate your work. You'll see how to generate text like slogans, summarize paragraphs of customer feedback, and categorize data by classifying inquiries and analyzing sentiment.

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In this video, you'll learn to create "what if" scenarios using AI's reasoning. You'll see how to set a "before" scene with a person holding a cake, prompt an action by asking "what would happen if they tripped?", and let the AI generate the plausible "after" image of the cake falling.

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In this video, you'll learn the "creative mashup artist" technique for combining images. You'll see how to generate a subject and a scene as two separate images, and then use a final blending prompt to fuse the astronaut from the first image and the court from the second into one new picture.

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In this video, you'll learn to art direct your images in the Gemini app. You'll see how to use multi-turn editing to furnish an empty room step-by-step, and how to "remix" a photo by applying the color and texture of a butterfly's wings to a pair of rainboots.

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In this video, you'll learn to create imaginative portraits in the Gemini app that maintain your likeness. You'll see how to use the "Subject, Action, Scene, Style" formula for better prompts, transport yourself into a vintage photo, and combine a photo of yourself and your dog into one new image.

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In this video, you'll learn to use NotebookLM to manage a large-scale research project. You'll see how to upload all your documents to get summaries, ask deeper strategic questions to find key insights, and use the audio feature to listen to your findings on the go.

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In this video, you'll learn to use NotebookLM to analyze raw data and find compelling stories. You'll see how to ground the AI in your specific documents, prompt it to generate newsworthy PR claims, and ask it to find hidden correlations between different data points to uncover new insights.

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In this video, you'll learn to use an AI assistant to streamline large-scale event planning. You'll see how to prompt an AI to brainstorm off-site ideas, create fair groups for icebreakers, build a shuttle schedule based on arrival times, and analyze survey feedback for gains and losses.

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In this video, you'll learn to use Gemini Deep Research to make complex purchasing decisions with confidence. You'll see how to write a nuanced, personal prompt about your specific needs and receive a synthesized, comparative report that cuts through the clutter of online reviews.

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In this video, you'll learn to create an animated bar chart race using Gemini Canvas. You'll see how to write a prompt to visualize data over time and then use a follow-up prompt to refine the animation, such as slowing it down for a presentation.

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In this video, you'll learn to create complex animated art using Gemini Canvas. You'll see how to write a descriptive prompt to generate a kinetic typography animation with distortion effects, and then use a follow-up prompt to completely change its color style.

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In this video, you'll learn to build a reusable, custom "Study Guide Gem." You'll see how to write the core instructions for your Gem once, and then use it again and again to transform messy notes and articles into a perfectly structured study guide with a summary, outline, and glossary.

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In this video, you'll learn to turn your study guides into interactive quizzes using Gemini Canvas. You'll see how to upload your notes and use a simple prompt to generate a quiz with multiple choice and fill-in-the-blank questions that provide immediate feedback.

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In this video, you'll learn to use Gemini Deep Research to conduct competitive marketing analysis. You'll see how to submit a research prompt, approve the personalized research plan Gemini creates, and receive a detailed, synthesized report on competitor campaigns to inform your strategy.

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In this video, you'll learn to build a working prototype of a personalized weather app using Gemini Canvas. You'll see how to specify the cities for a 7-day forecast and then use a follow-up prompt to change the app's theme to a minimal, dark mode interface.

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In this video, you'll learn to create an interactive 3D simulation using Gemini Canvas. You'll see how to build a 3D model of the solar system from a single sentence and then use follow-up prompts to add interactive and educational features, like clickable planets and fun facts.

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In this video, you'll learn to build a custom personal utility app using Gemini Canvas. You'll see how to write a detailed prompt to create a Pomodoro timer tailored to your specific needs, and then use follow-up prompts to adjust its visual design.

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In this video, you'll learn to use the Guided Learning experience in Gemini to build a deep understanding of any topic. You'll see how to start a conversation, engage with Gemini's probing questions, and use interactive tools like diagrams and quizzes to guide your learning journey.

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In this video, you'll learn to use a simple text prompt in Gemini Canvas to build a playable game. You'll see how to create a Tic-Tac-Toe game, use a follow-up prompt to customize its theme to a retro 8-bit style, and share the final game with a link.

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In this video, you'll learn to build a working music synthesizer using a simple text prompt in Gemini Canvas. You'll see how to specify controls like waveform, attack, and sustain, and then interact with the generated instrument to create and experiment with your own unique sounds.

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In this video, you'll learn to use creative prompts in Gemini to make complex research fun and easy to understand. You'll see how to ask Gemini to research a topic and present the findings in a creative format, like a sports scouting report and a head-to-head bracket, to better visualize and compare your options.

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This video covers how to use the Video Overviews feature in NotebookLM to automatically generate a short explainer video based on your source documents.

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This video covers how to use the 'Discover Sources' feature in NotebookLM to find and import relevant web-based sources directly into your research project.

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This video covers how to use the Mind Maps feature in NotebookLM to automatically create a visual representation of your sources, helping you understand connections and key concepts.

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In this video, you'll learn to use the Create menu in Gemini Canvas to instantly convert a block of text into a variety of visual formats. You’ll see how to take a brainstormed marketing campaign and turn it into both a shareable infographic and an internal webpage with just one click.

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In this video, you'll learn to use Gemini Canvas to turn a simple drawing into a working app. You'll upload a sketch, use a simple prompt to generate code, watch a live preview build itself, and make iterative changes to your app prototype using natural language.

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This video covers how NotebookLM's Reports feature dynamically suggests formats to help you create customized, trustworthy analyses of your documents with ease.

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This video covers how to build a personalized "Work with Me" agent using Gemini Gems, which helps streamline foundational feedback and makes your meetings more strategic and efficient.

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AI Boost Bites is a video series designed to help you leverage Google's AI tools in your daily work. Each episode, under 10 minutes, features a quick video demonstrating a real-world AI use case or topic. After the video, you'll get a challenge to apply what you've learned. It's an easy, interactive way to boost your AI skills and improve your productivity.

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This video covers how to use Gemini in Gmail to draft new emails, refine their tone, respond with context from Drive files, and use smart reply suggestions.

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This video covers how to use the 'Help me create' feature in Google Docs to generate a complete, formatted document by referencing content from other files in your Drive.

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This video covers how to use Gemini in Gmail to summarize emails, find information, and draft replies, helping you manage your inbox more efficiently.

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This video covers how to use Gemini in Slides to automatically generate meeting recaps and draft follow-up emails, which can streamline your post-meeting workflow and save you time.

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This video covers how you can leverage Gemini's advanced AI capabilities within Google Sheets to effortlessly pull data and generate insights in minutes, all without the need for any technical or coding background.

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This video will cover how to leverage Gemini Gems to create authentic social media posts in your leader's unique voice. Learn to overcome the challenge of scaling executive social presence by training a Gem with writing samples and clear instructions. Discover how to generate engaging posts quickly, saving time while amplifying thought leadership and ensuring authenticity.

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This video covers how you can create your own Brevity Gem to summarize and transform messy notes or long documents into clear, concise, executive-ready summaries.

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This video covers how to use Gemini and Apps Script to automate manual tasks across Google Workspace. You'll learn to prompt Gemini to generate Apps Script code that automatically drafts email reminders in Google Sheets for tasks not marked 'Complete.' Automate your workflow with little to no technical expertise, freeing up time for more important work and eliminating manual follow-ups.

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This video covers how you can use Gemini to summarize long documents in Google Workspace, so you can quickly get the information you need and save time. You'll learn how to use Gemini to summarize entire documents or just selected text, as well as how to use Gemini in Drive to summarize across multiple files.

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This video covers how you can leverage Notebook LM to "eat the frog" on your to-do list by automating complex tasks like summarizing legislation and mapping services, saving you hours of work.

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This video covers how to eliminate tedious manual data entry using Gemini. Learn how to take a picture or screenshot of data (from PDFs, paper, or images) and prompt Gemini to instantly convert it into a structured Google Sheet. Discover this simple hack to save countless hours transcribing data, turning Gemini into your personal data entry assistant. Just snap, prompt, and export!

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AI Boost Bites is a video series designed to help you leverage Google's AI tools in your daily work. Each episode, under 10 minutes, features a quick video demonstrating a real-world AI use case or topic. After the video, you'll get a challenge to apply what you've learned. It's an easy, interactive way to boost your AI skills and improve your productivity.

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This video will cover how to use NotebookLM to gather and analyze publicly available information, combine it with internal documents, and extract key competitive insights.

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This video covers how to personalize your Gemini results in Google Workspace. Learn to incorporate documents and research papers directly into your prompts using the "@" symbol to get more targeted and relevant AI output tailored to your needs.

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This video will cover how you can leverage Gemini's advanced AI capabilities in Google Docs to brainstorm ideas, draft various marketing content, and collaborate with your team.

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In this video, you'll learn pro tips for conducting thorough competitive research with Gemini Deep Research. You'll see how to enhance a basic prompt by assigning a persona, specifying a table format for the output, and directing the AI to search specific sources like Reddit for richer insights.

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This video covers how to use NotebookLM for common marketing tasks like analyzing customer feedback, conducting market research, and generating content ideas.

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This video covers how to use NotebookLM as a personal research assistant by adding sources, asking questions, and generating new content formats based on your documents.

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This video covers how to create a 'project notebook' in NotebookLM by adding all relevant sources to build a central, searchable knowledge hub for your team.

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This video covers five key ways to use Google's AI tools, including Gemini in Workspace, the Gemini app, and NotebookLM, to enhance your daily productivity.

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This video covers prompt engineering fundamentals for effective AI communication. Learn a simple framework (Persona, Task, Context, Format) to craft clear prompts, getting better, faster results from Gemini in Google Workspace. Discover how to use natural language, be specific, and iterate for optimal AI assistance.

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Tudo pronto para começar a usar o Hipercomputador de IA? Com este curso, fica fácil! Vamos abordar os conceitos básicos, explicando o que é o Hipercomputador de IA e como ele auxilia com cargas de trabalho de inteligência artificial. Você aprenderá sobre os diferentes componentes de um hipercomputador, como GPUs, TPUs e CPUs, e descobrirá como escolher a abordagem de implantação ideal para suas demandas.

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"Noções básicas do Google Cloud: infraestrutura principal" é uma apresentação da terminologia e de conceitos importantes para trabalhar com o Google Cloud. Usando vídeos e laboratórios práticos, o curso apresenta e compara vários serviços de armazenamento e computação do Google Cloud, além de ferramentas importantes para o gerenciamento de políticas e recursos.

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O Kubernetes é o sistema de orquestração de contêineres mais conhecido, e o Google Kubernetes Engine foi criado especificamente para oferecer suporte a implantações gerenciadas do Kubernetes no Google Cloud. Neste curso de nível avançado, você vai praticar a configuração de contêineres e imagens Docker e a implantação de aplicativos completos do Kubernetes Engine. Você também vai aprender as habilidades práticas necessárias para integrar a orquestração de contêineres ao próprio seu fluxo de trabalho. Está procurando um laboratório com desafios práticos para demonstrar suas habilidades e validar seu conhecimento? Quando terminar o curso, faça o laboratório extra com desafio ao fim do curso Implantar aplicativos do Kubernetes no Google Cloud para receber um selo digital exclusivo do Google Cloud.

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Este curso ajuda a criar um plano de estudos para o exame de certificação Professional Cloud Architect (PCA). É possível conferir a amplitude e o escopo dos domínios abordados no exame. Os estudantes também podem acompanhar os preparativos para o exame e criar planos de estudos individuais.

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In this Google DeepMind course you will focus on the training process for machine learning models. You will learn how to spot and mitigate issues when training a model, such as overfitting and underfitting. In practical coding labs, you will implement and evaluate the multilayer perceptron for simple classification tasks. This will provide insights into the mechanics of training a neural network model and the backpropagation algorithm. Research case studies will demonstrate how neural networks power real-world models. Additionally, you will consider the broader social impacts of innovation by looking beyond immediate benefits to anticipate potential risks, safety concerns, and further-reaching societal consequences.

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In this Google DeepMind course you will learn how to prepare text data for language models to process. You will investigate the tools and techniques used to prepare, structure, and represent text data for language models, with a focus on tokenization and embeddings. You will be encouraged to think critically about the decisions behind data preparation, and what biases within the data may be introduced into models. You will analyze trade-offs, learn how to work with vectors and matrices, how meaning is represented in language models. Finally, you will practice designing a dataset ethically using the Data Cards process, ensuring transparency, accountability, and respect for community values in AI development.

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In this Google DeepMind course, you will learn the fundamentals of language models and gain a high-level understanding of the machine learning development pipeline. You will consider the strengths and limitations of traditional n-gram models and advanced transformer models. Practical coding labs will enable you to develop insights into how machine learning models work and how they can be used to generate text and identify patterns in language. Through real-world case studies, you will build an understanding around how research engineers operate. Drawing on these insights you will identify problems that you wish to tackle in your own community and consider how to leverage the power of machine learning responsibly to address these problems within a global and local context.

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In this Google DeepMind course you will discover the mechanisms of the transformer architecture. You will investigate how transformer language models process prompts to make context-sensitive next-token predictions. Through practical activities you will explore the attention mechanism, visualize attention weights, and encounter advanced concepts like masked attention and multi-head attention. You will also learn other techniques that are necessary to build neural networks that are well-suited to be used as language models. Finally, through activities on values, stakeholder mapping and community engagement, you will practice concrete tools for ensuring AI projects are developed with communities, not just for them.

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Este curso foi criado para preparar admins do Google Workspace para resolver problemas comuns do Google Workspace. Também incluímos experiências práticas de diagnóstico e resolução de problemas no Gmail, Agenda e Drive, em que os estudantes vão navegar pelo Admin Console. Além disso, será possível analisar registros de auditoria para solucionar problemas de segurança, reunir informações e usar recursos disponíveis para solucionar e reportar problemas técnicos.

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Neste curso, os estudantes vão aprender a proteger o ambiente do Google Workspace. Vamos começar pela implementação das políticas de senha forte e verificação em duas etapas para controlar o acesso dos usuários. Em seguida, usaremos a ferramenta de investigação de segurança para identificar e responder a riscos de segurança de forma proativa. Depois, os estudantes vão gerenciar o acesso a apps de terceiros e dispositivos móveis para garantir a segurança. Por fim, vamos aplicar medidas de segurança e compliance em e-mails para proteger os dados organizacionais.

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Neste curso, os estudantes vão aprender a controlar os dados no ambiente do Google Workspace. Vamos começar pelas regras da Prevenção contra Perda de Dados no Gmail e no Drive para evitar o vazamento de dados. Depois, os estudantes verão como usar o Google Vault na retenção, preservação e recuperação de dados. Em seguida, vamos configurar regiões de dados e exportações de acordo com as regulamentações. Por fim, os estudantes vão classificar dados usando marcadores para aprimorar a organização e a segurança.

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Este curso oferece aos estudantes amplo conhecimento sobre os serviços principais do Google Workspace. Vamos ensinar a ativar, desativar e definir configurações para esses serviços, incluindo Gmail, Agenda, Drive, Meet, Chat e Documentos. Em seguida, os estudantes verão como implantar e gerenciar o Gemini para os usuários acessarem os recursos. Por fim, vamos analisar casos de uso do AppSheet e do Apps Script para saber como eles automatizam tarefas e ampliam a funcionalidade dos aplicativos do Google Workspace.

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Este curso foi criado para ajudar a entender como os usuários e recursos são gerenciados no Workspace. Os estudantes vão conhecer a configuração de unidades organizacionais e como ela pode ser adaptada às demandas das organizações em que trabalham. Além disso, os estudantes vão aprender a gerenciar vários tipos de grupos do Google. O curso também vai mostrar como gerenciar as configurações de domínios no Google Workspace. Por fim, os estudantes aprenderão a otimizar e estruturar recursos no seu ambiente do Google Workspace.

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IA generativa: para além do chatbot é o primeiro curso do programa de aprendizado de liderança em IA generativa e não tem pré-requisitos. Este curso tem como objetivo ir além do conhecimento básico de chatbots para explorar o verdadeiro potencial da IA ​​generativa para sua organização. Você aprenderá conceitos como modelos de fundação e engenharia de comando, que são cruciais para aproveitar o poder da IA generativa. O curso também aborda considerações importantes ao desenvolver uma estratégia de IA generativa de sucesso para a organização.

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This video covers how NotebookLM can revolutionize customer insight gathering from call or chat transcripts. You'll learn to upload PDF transcripts of hundreds of conversations (even multilingual ones!) and quickly extract key themes, trending topics, and actionable insights without listening for hours. Discover how to save findings, share notebooks, and even generate interactive podcast summaries of your data.

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This video covers how to create your own Gemini Gems, advanced AI capabilities that can automate repetitive tasks and supercharge your productivity.

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Este curso estuda uma solução de geração aumentada de recuperação (RAG) no BigQuery para mitigar as alucinações da IA. Ele introduz um fluxo de trabalho de RAG que engloba a criação de embeddings, a pesquisa por um espaço vetorial e a geração de respostas aprimoradas. O curso explica os motivos conceituais dessas etapas e a implementação prática delas com o BigQuery. Até o fim do curso, será possível criar um pipeline de RAG usando o BigQuery e modelos de IA generativa como o Gemini, além de modelos de embeddings, para lidar com os próprios casos de uso de alucinação de IA.

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