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Khushi Kannamwar

Miembro desde 2025

Liga de Plata

28180 puntos
Introducción a los principios de seguridad en la computación en la nube Earned ene 19, 2026 EST
Estrategias para la administración de riesgos de seguridad en la nube Earned ene 19, 2026 EST
Agentes de IA generativa: transforma tu organización Earned dic 16, 2025 EST
Apps de IA generativa: transforma tu trabajo Earned dic 16, 2025 EST
IA generativa: explora el panorama Earned dic 16, 2025 EST
IA generativa: descubre los conceptos fundamentales Earned dic 16, 2025 EST
IA generativa: más allá del chatbot Earned dic 16, 2025 EST
Operaciones de aprendizaje automático (MLOps) con Vertex AI: Evaluación de modelos Earned dic 2, 2025 EST
Operaciones de aprendizaje automático (MLOps) para la IA generativa Earned nov 28, 2025 EST
Gemini para el SDLC de extremo a extremo Earned nov 27, 2025 EST
Create Agents with Generative Playbooks Earned nov 26, 2025 EST
Agent Assist and its Gen AI Capabilities Earned nov 26, 2025 EST
Conversation Design Fundamentals Earned nov 26, 2025 EST
Architect Gemini Enterprise for Customer Experience Earned nov 22, 2025 EST
Conversational AI and its Engagement Framework Earned nov 22, 2025 EST
Conversational Insights Earned nov 22, 2025 EST
AI Boost Bites: Advanced Analysis in Sheets Earned nov 21, 2025 EST
AI Boost Bites: Notes to Sheets with Gemini Earned nov 21, 2025 EST
AI Boost Bites: Gemini Calendar Hacks in Gmail Earned nov 21, 2025 EST
AI Boost Bites: Build Slides Fast with Gemini Earned nov 21, 2025 EST
AI Boost Bites: Talk to Your Data in Sheets Earned nov 21, 2025 EST
AI Boost Bites: AI Magic in a Sheets Cell Earned nov 21, 2025 EST
AI Boost Bites: Create ‘What If’ Scenarios with AI Earned nov 21, 2025 EST
AI Boost Bites: Become a Creative Mashup Artist Earned nov 21, 2025 EST
AI Boost Bites: Become an AI Art Director for Your World Earned nov 21, 2025 EST
AI Boost Bites: Create the Perfect Portrait Earned nov 21, 2025 EST
AI Boost Bites: Research Hacks with NotebookLM Earned nov 21, 2025 EST
AI Boost Bites: Find the Story in Your Data Earned nov 21, 2025 EST
AI Boost Bites: Streamline Event Planning with AI Earned nov 21, 2025 EST
AI Boost Bites: Supercharge Research with Gemini Earned nov 21, 2025 EST
AI Boost Bites: Make Any Big Purchase with Confidence Earned nov 21, 2025 EST
AI Boost Bites: Animated Charts with Gemini Earned nov 21, 2025 EST
AI Boost Bites: Turn Your Ideas into Animated Art Earned nov 21, 2025 EST
AI Boost Bites: Your Personal AI Tutor Earned nov 21, 2025 EST
AI Boost Bites: Gamify Your Study Guides Earned nov 21, 2025 EST
AI Boost Bites: Get Your Competitor's Playbook in Minutes Earned nov 21, 2025 EST
AI Boost Bites: Build a Personalized Weather App Earned nov 21, 2025 EST
AI Boost Bites: Create a 3D Solar System Earned nov 21, 2025 EST
AI Boost Bites: Create Your Own Productivity Tools Earned nov 21, 2025 EST
AI Boost Bites: Guided Learning with Gemini Earned nov 21, 2025 EST
AI Boost Bites: Create Your Own Retro Arcade Game Earned nov 21, 2025 EST
AI Boost Bites: Become a "Vibe DJ" Earned nov 21, 2025 EST
AI Boost Bites: Create Your Ultimate College Scouting Report Earned nov 21, 2025 EST
AI Boost Bites: One-Click Campaign Visuals Earned nov 21, 2025 EST
AI Boost Bites: From Napkin Sketch to Functional App Earned nov 21, 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: Project Notebooks Earned nov 21, 2025 EST
AI Boost Bites: NotebookLM for Market Research Earned nov 21, 2025 EST
AI Boost Bites: NotebookLM Video Overviews Earned nov 21, 2025 EST
AI Boost Bites: Discover Sources in NotebookLM Earned nov 21, 2025 EST
AI Boost Bites: NotebookLM Mind Maps Earned nov 21, 2025 EST
AI Boost Bites: Intro to NotebookLM 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: AI Power-Ups for Google Workspace Earned nov 21, 2025 EST
AI Boost Bites: Tame Your Inbox with AI Earned nov 21, 2025 EST
AI Boost Bites: Gemini Slide Summaries Earned nov 21, 2025 EST
AI Boost Bites: No-Code Sheets & Scripts Earned nov 21, 2025 EST
AI Boost Bites: Amplify Exec Voices with AI Earned nov 21, 2025 EST
AI Boost Bites: Exec Summaries with Gemini Gems Earned nov 21, 2025 EST
AI Boost Bites: Automate tasks with Gemini and Apps Script Earned nov 21, 2025 EST
AI Boost Bites: "Eat the Frog" with NotebookLM Earned nov 21, 2025 EST
AI Boost Bites: Gemini Image-to-Sheets Hack Earned nov 20, 2025 EST
AI Boost Bites: Poke Holes in Your Strategy Earned nov 20, 2025 EST
AI Boost Bites: NotebookLM for Competitive Edge Earned nov 20, 2025 EST
AI Boost Bites: Personalization with customized prompts Earned nov 20, 2025 EST
AI Boost Bites: TL;DR with Gemini in Docs & Drive Earned nov 20, 2025 EST
AI Boost Bites: Prompting like a Pro with Google Workspace Earned nov 20, 2025 EST
AI Boost Bites: Content Generation with Gemini Made Easy Earned nov 20, 2025 EST
AI Boost Bites: Customer insights with NotebookLM Earned nov 20, 2025 EST
AI Boost Bites: Gemini Gems – Your ultimate marketing sidekick Earned nov 20, 2025 EST
Google DeepMind: 03 Design And Train Neural Networks Earned nov 20, 2025 EST

Este es el primero de cinco cursos del Certificado de Google Cloud Cybersecurity. En este curso, explorarás los aspectos esenciales de la seguridad cibernética, incluidos el ciclo de vida de seguridad, la transformación digital y los conceptos clave de la computación en la nube. Identificarás las herramientas habituales que usan los analistas de seguridad en la nube de nivel básico para automatizar tareas.

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Este es el segundo de cinco cursos del Certificado de Google Cloud Cybersecurity. En este curso, explorarás los marcos de trabajo de administración de riesgos en la nube de uso común. Para ello, aprenderás sobre los dominios de seguridad, los ciclos de vida de cumplimiento y los estándares de la industria, como la HIPAA, el CSF del NIST y los SOC. Desarrollarás habilidades relacionadas con la identificación de riesgos, la implementación de controles de seguridad, la evaluación de cumplimiento y la administración de protección de datos. Adicionalmente, obtendrás experiencia práctica con Google Cloud y herramientas de múltiples nubes específicas para el riesgo y el cumplimiento. Este curso también incorpora técnicas para solicitudes de empleo y preparación de entrevistas, lo que brinda una base integral para comprender y abordar eficazmente el complejo panorama de la administración de riesgos en la nube.

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Agentes de IA generativa: transforma tu organización es el quinto y último curso de la ruta de aprendizaje Líder de IA generativa. En este curso, se analiza cómo las organizaciones pueden usar agentes de IA generativa personalizados para abordar desafíos empresariales específicos. Puedes obtener experiencia práctica a través de la creación de un agente de IA básico mientras exploras los componentes de estos agentes, como los modelos, los bucles de razonamiento y las herramientas.

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Apps de IA generativa : transforma tu trabajo es el cuarto curso de la ruta de aprendizaje de Líder de IA generativa. En este curso, se presentan las aplicaciones de IA generativa de Google, como Gemini para Workspace y NotebookLM. Te brinda orientación sobre los conceptos como la fundamentación, la generación mejorada por recuperación, la creación de instrucciones eficaces y el desarrollo de flujos de trabajo automatizados.

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IA generativa: explora el panorama es el tercer curso de la ruta de aprendizaje de Líder de IA generativa. La IA generativa está cambiando la manera en la que interactuamos y trabajamos con el mundo que nos rodea. Pero, como líder, ¿cómo puedes aprovechar su poder para generar resultados comerciales reales? En este curso, explorarás las diferentes capas del desarrollo de soluciones de IA generativa, las ofertas de Google Cloud y los factores que se deben considerar cuando se selecciona una solución.

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IA generativa: descubre los conceptos fundamentales es el segundo curso de la ruta de aprendizaje de Líder de IA generativa. En este curso, descubrirás los conceptos fundamentales de la IA generativa explorando las diferencias entre esta, el AA y la IA, y comprendiendo cómo los diferentes tipos de datos permiten abordar desafíos empresariales con la IA generativa. También conocerás las estrategias de Google Cloud para abordar las limitaciones de los modelos de base y los desafíos clave para desarrollar e implementar la IA de forma responsable y segura.

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IA generativa: más allá del chatbot es el primer curso de la ruta de aprendizaje de Líder de IA generativa y no tiene requisitos previos. El objetivo de este curso es profundizar los conocimientos básicos sobre chatbots para explorar el verdadero potencial de la IA generativa para tu organización. Explorarás conceptos como los modelos de base y la ingeniería de instrucciones, que son fundamentales para aprovechar el poder de la IA generativa. Este curso también te sirve como guía para las consideraciones importantes que debes tener cuando desarrollas una estrategia de IA generativa exitosa para tu organización.

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En este curso, los profesionales del aprendizaje automático aprenderán a utilizar las herramientas, las técnicas y las prácticas recomendadas indispensables para evaluar los modelos de IA generativa y predictiva. La evaluación de modelos es una disciplina esencial para garantizar que los sistemas de AA arrojen resultados confiables, exactos y de alto rendimiento en la producción. Los participantes obtendrán información exhaustiva sobre diversas métricas y metodologías de evaluación, además de su aplicación adecuada en diferentes tipos de modelos y tareas. En este curso, se hará énfasis en los desafíos únicos que presentan los modelos de IA generativa y se ofrecerán estrategias para abordarlos de manera eficaz. Con la plataforma de Vertex AI de Google Cloud, los participantes aprenderán a implementar los procesos sólidos de evaluación para la selección, optimización y supervisión continua de modelos.

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El objetivo de este curso es equiparte con los conocimientos y las herramientas que necesitas para descubrir los desafíos únicos que enfrentan los equipos de MLOps cuando implementan y administran modelos de IA generativa, y explorar cómo Vertex AI fortalece a los equipos de IA para optimizar los procesos de MLOps y alcanzar el éxito en los proyectos de IA generativa.

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En este curso, descubrirás cómo Gemini, un colaborador potenciado por IA generativa de Google Cloud, te ayudará a usar los productos y servicios de Google para desarrollar, probar, implementar y administrar aplicaciones. Con la ayuda de Gemini, aprenderás a desarrollar y compilar una aplicación web, corregir errores de la aplicación, desarrollar pruebas y consultar datos. A través de un lab práctico, comprobarás cómo Gemini mejora el ciclo de vida del desarrollo de software (SDLC). Recuerda que Duet AI ahora se llama Gemini, nuestro modelo de nueva generación.

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This course will teach you how to build conversational experiences for Conversational Agents using Generative Playbooks. You'll start with an introduction to playbooks and learn how to set up your first one. You'll also learn about the importance of testing, as well as key production considerations like quota limits and integration. The course concludes with a case study that shows how to use playbooks for generative steering.

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Unlock the power of generative AI to create intelligent, automated agents. After completing this course, you'll be equipped to develop a data store agent that can instantly answer complex questions by automatically extracting and synthesizing information from your websites, documents, or structured data. Say goodbye to static FAQs—your new agent will provide dynamic, accurate answers and even surface the original source URLs, all with a simple and rapid setup.

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This course explores the foundational principles of conversation design to craft engaging and effective chatbot experiences that emulate human-like experiences.

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In this course, you'll dive into the essential topics for designing, building, and maintaining a powerful Gemini Enterprise for Customer Experience (GECX) solution. Get ready to transform your understanding of what's possible and create an architecture that drives customer satisfaction. This course is designed to introduce you to the architecture of the GECX. You'll explore the main considerations for building and implementing Conversational AI solutions including key architectural components and integrations. You'll also explore integrations with Gemini Enterprise Agent Platform and get a high-level overview of the key features of GECX.

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Transform your understanding of customer service with this course on Gemini Enterprise for Customer Experience (GECX) and its powerful generative AI capabilities. You'll start by tracing the journey of contact centers, understanding how they've evolved and where gen AI is propelling them next. Then, you'll gain a deep understanding of the core building blocks within the GECX solution, seeing how each component contributes to delivering exceptional customer experiences. The course concludes by exploring the robust business case for GECX, along with practical use cases and the various user personas that benefit from this innovative solution.

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In this course you will learn how to leverage Conversational Insights to uncover hidden information from your contact center data to increase operational efficiency and drive data-driven business decisions.

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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 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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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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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 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 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 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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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 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 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 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 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 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 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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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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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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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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