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.
Video ini membahas cara menggunakan Gemini di Gmail untuk mengelola Google Kalender Anda dengan menanyakan jadwal Anda di panel samping dan menggunakan fitur sekali klik "tambahkan ke kalender" untuk acara yang terdeteksi di email.
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.
Video ini membahas cara menggunakan menu Buat di Gemini Canvas untuk mengubah teks panjang menjadi aset visual seperti infografis dan halaman web secara instan.
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.
Video ini membahas cara menggunakan Gemini Advanced untuk meneliti suatu topik, membuat kerangka presentasi, lalu menggunakan Gemini di Google Dokumen untuk membuat poin-poin pembahasan.
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.
Video ini membahas cara menggunakan Gemini di Gmail untuk membuat draf email baru, menyempurnakan gaya bahasanya, merespons dengan konteks dari file Drive, dan menggunakan saran smart reply.
Video ini membahas cara menggunakan fitur 'Bantu buat' di Google Dokumen untuk membuat dokumen lengkap yang terformat dengan merujuk konten dari file lain di Drive Anda.
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.
Video ini membahas cara menggunakan Gemini di Gmail untuk meringkas email, menemukan informasi, dan membuat draf balasan, sehingga membantu Anda mengelola kotak masuk dengan lebih efisien.
Video ini membahas cara menggunakan Gemini di Slide untuk otomatis membuat ringkasan rapat dan draf email tindak lanjut, yang dapat menyederhanakan alur kerja pascarapat dan menghemat waktu Anda.
Video ini akan membahas cara memanfaatkan kemampuan AI canggih Gemini di Google Spreadsheet untuk mengambil data dan menghasilkan insight dengan mudah dalam hitungan menit, semuanya tanpa memerlukan latar belakang teknis atau coding sekalipun.
Video ini akan membahas cara memanfaatkan Gem Gemini untuk membuat postingan media sosial yang autentik dengan gaya bahasa unik pemimpin Anda. Pelajari cara mengatasi tantangan dalam meningkatkan kehadiran eksekutif di media sosial dengan melatih Gem menggunakan contoh tulisan dan petunjuk yang jelas. Pelajari cara membuat postingan menarik dengan cepat, menghemat waktu sekaligus memperkuat kepemimpinan pemikiran dan memastikan keaslian.
Video ini akan membahas cara membuat Gem Brevity untuk meringkas dan mengubah catatan yang berantakan atau dokumen panjang menjadi ringkasan yang jelas, singkat, dan siap digunakan oleh eksekutif.
Video ini membahas cara menggunakan Gemini dan Apps Script untuk mengotomatiskan tugas manual di Google Workspace. Anda akan mempelajari cara meminta kepada Gemini untuk membuat kode Apps Script yang secara otomatis membuat draf pengingat email di Google Spreadsheet untuk tugas yang belum ditandai sebagai 'Selesai'. Otomatiskan alur kerja Anda tanpa perlu keahlian teknis yang mendalam, sehingga Anda memiliki lebih banyak waktu untuk melakukan pekerjaan yang lebih penting dan menghilangkan tindak lanjut manual.
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.
Video ini membahas cara menghilangkan proses entri data manual yang membosankan menggunakan Gemini. Pelajari cara mengambil foto atau screenshot data (dari PDF, kertas, atau gambar) dan meminta Gemini untuk langsung mengonversinya menjadi Spreadsheet Google yang terstruktur. Pelajari cara praktis ini untuk menghemat waktu yang diperlukan dalam mentranskripsikan data, sehingga Gemini menjadi asisten entri data pribadi Anda. Cukup ambil foto, masukkan perintah, dan ekspor.
Video ini membahas penggunaan AI untuk mengidentifikasi kelemahan dan asumsi tersembunyi dalam strategi Anda. Anda akan mempelajari metode "Poke Holes" (Menemukan Kelemahan), cara sederhana untuk menguji rencana Anda dengan perintah AI, mengungkap kesenjangan, dan memperkuat pemikiran strategis Anda.
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.
Video ini membahas cara mempersonalisasi hasil Gemini di Google Workspace. Pelajari cara menyertakan dokumen dan makalah riset langsung ke dalam perintah Anda menggunakan simbol "@" untuk mendapatkan output AI yang lebih tertarget dan relevan yang disesuaikan dengan kebutuhan Anda.
Video ini akan membahas cara menggunakan Gemini untuk meringkas dokumen panjang di Google Workspace, sehingga Anda dapat dengan cepat mendapatkan informasi yang dibutuhkan dan menghemat waktu. Anda akan mempelajari cara menggunakan Gemini untuk meringkas seluruh dokumen atau hanya teks yang dipilih, serta cara menggunakan Gemini di Drive untuk meringkas beberapa file.
Video ini membahas dasar-dasar rekayasa perintah untuk komunikasi AI yang efektif. Pelajari framework sederhana (Persona, Task, Context, Format) untuk membuat perintah yang jelas, sehingga mendapatkan hasil yang lebih baik dan cepat dari Gemini di Google Workspace. Pelajari cara menggunakan bahasa alami, bersikap spesifik, dan melakukan iterasi untuk mendapatkan bantuan AI yang optimal.
Video ini akan membahas cara memanfaatkan kemampuan AI canggih Gemini di Google Dokumen untuk mendiskusikan ide, membuat draf berbagai konten pemasaran, dan berkolaborasi dengan tim Anda.
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.
Video ini membahas cara membuat Gem Gemini Anda sendiri, kemampuan AI canggih yang dapat mengotomatiskan tugas berulang dan meningkatkan produktivitas Anda.
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.
Video ini membahas cara membuat agen "Work with Me" yang dipersonalisasi menggunakan Gem Gemini, yang dapat membantu menyederhanakan masukan dasar dan menjadikan rapat Anda lebih strategis dan efisien.
Kursus ini membekali para praktisi machine learning dengan alat, teknik, dan praktik terbaik penting untuk mengevaluasi model AI generatif dan prediktif. Evaluasi model adalah disiplin ilmu yang sangat penting untuk memastikan sistem ML memberikan hasil yang andal, akurat, dan berperforma tinggi dalam produksi. Peserta akan mendapatkan pemahaman yang mendalam mengenai berbagai metrik evaluasi, metodologi, dan penerapannya yang sesuai di berbagai jenis model dan tugas. Kursus ini akan berfokus pada tantangan unik yang dibuat oleh model AI generatif dan memberikan strategi untuk mengatasinya secara efektif. Dengan memanfaatkan platform Vertex AI di Google Cloud, para peserta akan belajar cara mengimplementasikan proses evaluasi yang kuat untuk melakukan pemilihan, pengoptimalan, dan pemantauan berkelanjutan pada model.
Kursus ini dikhususkan untuk membekali Anda dengan pengetahuan dan alat yang diperlukan guna mengungkap tantangan unik yang dihadapi oleh tim MLOps saat men-deploy dan mengelola model AI Generatif, serta mengeksplorasi cara Vertex AI memberdayakan tim AI dalam menyederhanakan proses MLOps dan mencapai keberhasilan dalam project AI Generatif.