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.
Este vídeo mostra como usar o Gemini no Gmail para gerenciar o Google Agenda: basta perguntar sobre seus compromissos no painel lateral ou usar o recurso de um clique "Adicionar à agenda" para eventos detectados em e-mails.
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.
Este vídeo mostra como usar o menu Criar no Gemini Canvas para transformar instantaneamente um bloco de texto em recursos visuais, como infográficos e páginas da 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.
Este vídeo mostra como usar o Gemini Advanced para pesquisar um tema, criar um esboço de apresentação e usar o Gemini no Google Docs para gerar pontos de discussão.
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.
Este vídeo mostra como usar o Gemini no Gmail para escrever e-mails, ajustar o tom, responder com contexto de arquivos do Drive e usar sugestões de Resposta inteligente.
Este vídeo mostra como usar o recurso "Me ajude a criar" no Google Docs para gerar um documento completo e formatado, usando o conteúdo de outros arquivos do seu Drive como referência.
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.
Este vídeo mostra como usar o Gemini no Gmail para resumir e-mails, encontrar informações e escrever respostas, ajudando você a gerenciar sua caixa de entrada com mais eficiência.
Este vídeo mostra como usar o Gemini no Slides para gerar automaticamente resumos de reuniões e rascunhos de e-mails de acompanhamento, o que pode simplificar seu fluxo de trabalho pós-reunião e economizar tempo.
Neste vídeo, você vai descobrir como usar os recursos avançados de IA do Gemini no Google Planilhas para extrair dados e gerar insights em minutos, sem precisar de conhecimento técnico ou de programação.
Este vídeo mostra como usar os Gems do Gemini para criar postagens autênticas em redes sociais com a voz única do seu líder. Aprenda a superar o desafio de ampliar a presença social de executivos treinando um Gem com exemplos de escrita e instruções claras. Descubra como gerar postagens interessantes rapidamente, economizando tempo, ampliando a liderança de pensamento e garantindo a autenticidade.
Neste vídeo, você vai aprender a criar seu próprio Brevity Gem para resumir e transformar anotações desorganizadas ou documentos longos em resumos claros, concisos e prontos para executivos.
Este vídeo mostra como usar o Gemini e o Apps Script para automatizar tarefas manuais no Google Workspace. Você vai aprender a pedir ao Gemini para gerar um código do Apps Script que cria automaticamente rascunhos de lembretes por e-mail no Google Planilhas para tarefas não marcadas como "Concluídas". Automatize seu fluxo de trabalho com pouca ou nenhuma experiência técnica, liberando tempo para trabalhos mais importantes e eliminando acompanhamentos manuais.
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.
Este vídeo mostra como usar o Gemini para eliminar a entrada manual e tediosa de dados. Aprenda a tirar uma foto ou fazer uma captura de tela de dados (de PDFs, papéis ou imagens) e pedir ao Gemini para converter instantaneamente em uma planilha do Google estruturada. Descubra este truque simples para economizar inúmeras horas de transcrição de dados, transformando o Gemini no seu assistente pessoal de entrada de dados. Basta capturar, pedir e exportar!
Este vídeo mostra como usar a IA para identificar pontos fracos e suposições ocultas na sua estratégia. Você vai aprender o método "Poke Holes", uma maneira simples de testar seus planos com comandos de IA, descobrindo lacunas e fortalecendo seu pensamento 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.
Este vídeo mostra como personalizar os resultados do Gemini no Google Workspace. Aprenda a incorporar documentos e artigos de pesquisa diretamente nos seus comandos usando o símbolo "@" para receber respostas de IA mais direcionadas e relevantes, adaptadas às suas necessidades.
Neste vídeo, você vai descobrir como o Gemini pode resumir documentos extensos no Google Workspace, permitindo que você encontre as informações de que precisa rapidamente e ganhe tempo no seu dia a dia. Você vai aprender a usar o Gemini para resumir documentos inteiros ou apenas trechos selecionados, além de descobrir como usar o Gemini no Drive para criar resumos a partir de vários arquivos.
Este vídeo aborda os fundamentos da engenharia de comandos para uma comunicação eficaz com a IA. Aprenda uma estrutura simples (persona, tarefa, contexto e formato) para criar comandos claros e receber resultados melhores e mais rápidos do Gemini no Google Workspace. Descubra como usar linguagem natural, ser específico e iterar para ter a melhor assistência de IA.
Neste vídeo, vamos mostrar como você pode usar os recursos avançados de IA do Gemini no Google Docs para discutir ideias, criar rascunhos de conteúdo de marketing e colaborar com sua equipe.
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.
Este vídeo mostra como criar seus próprios Gems do Gemini, recursos avançados de IA que podem automatizar tarefas repetitivas e aumentar sua produtividade.
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.
Este vídeo mostra como criar um agente personalizado chamado "Trabalhe comigo" usando os Gems do Gemini. Esse agente ajuda a simplificar o feedback básico e torna suas reuniões mais estratégicas e eficientes.
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.
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.