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.
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.
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.
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.
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.
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.
En este video, se explica cómo usar Gemini en Gmail para administrar tu Calendario de Google. Para ello, puedes preguntar sobre tu agenda en el panel lateral y usar la función de un solo clic "Agregar al calendario" para los eventos detectados en los correos electrónicos.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
En este video, se explica cómo usar el menú Crear en Gemini Canvas para transformar instantáneamente un bloque de texto en recursos visuales, como infografías y páginas web.
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.
This video covers how NotebookLM's Reports feature dynamically suggests formats to help you create customized, trustworthy analyses of your documents with ease.
En este video, se explica cómo usar Gemini Advanced para investigar un tema, crear un esquema de presentación y, luego, usar Gemini en Documentos de Google para generar puntos de conversación.
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.
This video covers how to use NotebookLM for common marketing tasks like analyzing customer feedback, conducting market research, and generating content ideas.
This video covers how to use the Video Overviews feature in NotebookLM to automatically generate a short explainer video based on your source documents.
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.
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.
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.
En este video, se explica cómo usar Gemini en Gmail para redactar correos electrónicos nuevos, mejorar su tono, responder con contexto de archivos de Drive y usar sugerencias de Respuesta inteligente.
En este video, se explica cómo usar la función “Ayúdame a crear” en Documentos de Google para generar un documento completo y con formato haciendo referencia al contenido de otros archivos en tu Drive.
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.
En este video, se explica cómo usar Gemini en Gmail para resumir correos electrónicos, encontrar información y redactar borradores de respuestas, lo que te ayudará a administrar tu carpeta Recibidos de manera más eficiente.
En este video, se explica cómo usar Gemini en Presentaciones para generar automáticamente resúmenes de reuniones y borradores de correos electrónicos de seguimiento, lo que puede optimizar tu flujo de trabajo posterior a la reunión y ahorrarte tiempo.
En este video, se explica cómo puedes aprovechar las funciones de IA avanzadas de Gemini en Hojas de cálculo de Google para extraer datos y generar estadísticas sin esfuerzo en minutos, todo sin necesidad de tener conocimientos técnicos o de programación.
En este video, se explica cómo aprovechar las Gems de Gemini para crear publicaciones auténticas en redes sociales con la voz única de tu líder. Aprende a superar el desafío de escalar la presencia social de los ejecutivos entrenando una Gem con muestras de escritura y con instrucciones claras. Descubre cómo generar publicaciones atractivas rápidamente, lo que te permitirá ahorrar tiempo, amplificar el liderazgo de pensamiento y garantizar la autenticidad.
En este video, se explica cómo crear tu propia Gem de brevedad para resumir y transformar notas desordenadas o documentos largos en resúmenes claros, concisos y listos para ejecutivos.
En este video, se explica cómo usar Gemini y Apps Script para automatizar tareas manuales en Google Workspace. Aprenderás a darle instrucciones a Gemini para que genere código de Apps Script que cree automáticamente borradores de recordatorios por correo electrónico en Hojas de cálculo de Google para las tareas que no están marcadas como “Completadas”. Automatiza tu flujo de trabajo con poca o ninguna experiencia técnica, lo que te permitirá dedicar tiempo a tareas más importantes y eliminar los seguimientos manuales.
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.
En este video, se explica cómo eliminar la tediosa entrada manual de datos con Gemini. Aprende a tomar una foto o captura de pantalla de datos (de PDFs, papel o imágenes) y darle instrucciones a Gemini para que los convierta al instante en una hoja de cálculo de Google estructurada. Descubre este sencillo truco para ahorrar incontables horas de transcripción de datos y convertir a Gemini en tu asistente personal de entrada de datos. Solo tienes que tomar una foto, escribir una instrucción y exportar.
En este video, se explica cómo usar la IA para identificar debilidades y suposiciones ocultas en tu estrategia. Aprenderás el método de "encontrar puntos débiles", una forma sencilla de poner a prueba tus planes con instrucciones de IA, descubrir brechas y fortalecer tu pensamiento estratégico.
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.
En este video, se explica cómo personalizar tus resultados de Gemini en Google Workspace. Aprende a incorporar documentos y artículos de investigación directamente en tus instrucciones con el símbolo “@” para obtener resultados de IA más específicos y pertinentes adaptados a tus necesidades.
En este video, se explica cómo puedes usar Gemini para resumir documentos largos en Google Workspace y, así, obtener rápidamente la información que necesitas y ahorrar tiempo. Aprenderás a usar Gemini para resumir documentos completos o solo texto seleccionado, y a usar Gemini en Drive para resumir varios archivos.
En este video, se abordan los aspectos fundamentales de la ingeniería de instrucciones para una comunicación eficaz con la IA. Conoce un marco de trabajo simple (Personificación, Tarea, Contexto y Formato) para crear instrucciones claras y obtener mejores resultados más rápido de Gemini en Google Workspace. Descubre cómo usar el lenguaje natural, expresarte con precisión y realizar iteraciones para obtener una asistencia óptima de la IA.
En este video, se explicará cómo puedes aprovechar las funciones de IA avanzadas de Gemini en Documentos de Google para generar ideas, redactar diversos contenidos de marketing y colaborar con tu equipo.
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.
En este video, se explica cómo crear tus propias Gems de Gemini, funciones de IA avanzadas que pueden automatizar tareas repetitivas y potenciar tu productividad.
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.
En este video, se explica cómo crear un agente personalizado del tipo "Trabaja conmigo" con las Gems de Gemini, que ayuda a optimizar los comentarios fundamentales y hace que tus reuniones sean más estratégicas y eficientes.
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.
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.