sanika linge
Member since 2026
Bronze League
15754 points
Google DeepMind: 07 Accelerate Your Model
Earned Mar 22, 2026 EDT
Google DeepMind: 05 Fine-Tune Your Model
Earned Mar 22, 2026 EDT
Google DeepMind: 04 Discover The Transformer Architecture
Earned Mar 21, 2026 EDT
Google DeepMind: 03 Design And Train Neural Networks
Earned Mar 19, 2026 EDT
AI Boost Bites: Advanced Analysis in Sheets
Earned Mar 16, 2026 EDT
AI Boost Bites: Notes to Sheets with Gemini
Earned Mar 16, 2026 EDT
AI 知識補給站：在 Gmail 中使用 Gemini 安排日曆的訣竅
Earned Mar 16, 2026 EDT
AI Boost Bites: Build Slides Fast with Gemini
Earned Mar 16, 2026 EDT
AI Boost Bites: Talk to Your Data in Sheets
Earned Mar 16, 2026 EDT
AI Boost Bites: AI Magic in a Sheets Cell
Earned Mar 16, 2026 EDT
AI Boost Bites: Create ‘What If’ Scenarios with AI
Earned Mar 16, 2026 EDT
AI Boost Bites: Become a Creative Mashup Artist
Earned Mar 16, 2026 EDT
AI Boost Bites: Become an AI Art Director for Your World
Earned Mar 16, 2026 EDT
AI Boost Bites: Create the Perfect Portrait
Earned Mar 16, 2026 EDT
[DEPRECATED] AI Boost Bites: Research Hacks with NotebookLM
Earned Mar 16, 2026 EDT
[DEPRECATED] AI Boost Bites: Find the Story in Your Data
Earned Mar 16, 2026 EDT
AI Boost Bites: Streamline Event Planning with AI
Earned Mar 16, 2026 EDT
AI Boost Bites: Supercharge Research with Gemini
Earned Mar 16, 2026 EDT
AI Boost Bites: Make Any Big Purchase with Confidence
Earned Mar 16, 2026 EDT
AI Boost Bites: Animated Charts with Gemini
Earned Mar 16, 2026 EDT
AI Boost Bites: Turn Your Ideas into Animated Art
Earned Mar 16, 2026 EDT
AI Boost Bites: Your Personal AI Tutor
Earned Mar 16, 2026 EDT
AI Boost Bites: Gamify Your Study Guides
Earned Mar 16, 2026 EDT
AI Boost Bites: Get Your Competitor's Playbook in Minutes
Earned Mar 16, 2026 EDT
AI Boost Bites: Build a Personalized Weather App
Earned Mar 16, 2026 EDT
AI Boost Bites: Create a 3D Solar System
Earned Mar 16, 2026 EDT
AI Boost Bites: Create Your Own Productivity Tools
Earned Mar 16, 2026 EDT
AI Boost Bites: Guided Learning with Gemini
Earned Mar 16, 2026 EDT
AI Boost Bites: Create Your Own Retro Arcade Game
Earned Mar 16, 2026 EDT
AI Boost Bites: Become a "Vibe DJ"
Earned Mar 16, 2026 EDT
AI Boost Bites: Create Your Ultimate College Scouting Report
Earned Mar 16, 2026 EDT
AI 知識補給站：一鍵生成廣告活動視覺素材
Earned Mar 16, 2026 EDT
AI Boost Bites: From Napkin Sketch to Functional App
Earned Mar 16, 2026 EDT
[DEPRECATED] AI Boost Bites: NotebookLM Reports
Earned Mar 16, 2026 EDT
AI Boost Bites：使用 Gemini 生成簡報講稿
Earned Mar 16, 2026 EDT
[DEPRECATED] AI Boost Bites: Project Notebooks
Earned Mar 16, 2026 EDT
[DEPRECATED] AI Boost Bites: NotebookLM for Market Research
Earned Mar 16, 2026 EDT
[Deprecated]AI Boost Bites: NotebookLM Video Overviews
Earned Mar 16, 2026 EDT
[DEPRECATED] AI Boost Bites: Discover Sources in NotebookLM
Earned Mar 16, 2026 EDT
[DEPRECATED] AI Boost Bites: NotebookLM Mind Maps
Earned Mar 16, 2026 EDT
[DEPRECATED] AI Boost Bites: Intro to NotebookLM
Earned Mar 16, 2026 EDT
AI Boost Bites：電子郵件內容創作
Earned Mar 16, 2026 EDT
AI Boost Bites：迅速建立文件
Earned Mar 16, 2026 EDT
[DEPRECATED] AI Boost Bites: AI Power-Ups for Google Workspace
Earned Mar 16, 2026 EDT
AI Boost Bites：運用 AI 整理收件匣
Earned Mar 16, 2026 EDT
AI Boost Bites：Gemini 簡報摘要
Earned Mar 16, 2026 EDT
AI Boost Bites：無程式碼試算表和指令碼
Earned Mar 16, 2026 EDT
AI Boost Bites：運用 AI 強化高階主管的社群影響力
Earned Mar 16, 2026 EDT
AI Boost Bites：使用 Gemini Gems 生成給高階主管的摘要
Earned Mar 16, 2026 EDT
AI Boost Bites：運用 Gemini 和 Apps Script 自動執行工作
Earned Mar 16, 2026 EDT
[DEPRECATED] AI Boost Bites: "Eat the Frog" with NotebookLM
Earned Mar 16, 2026 EDT
AI Boost Bites：Gemini 圖片轉試算表妙招
Earned Mar 16, 2026 EDT
AI Boost Bites：找出策略漏洞
Earned Mar 16, 2026 EDT
[DEPRECATED] AI Boost Bites: NotebookLM for Competitive Edge
Earned Mar 16, 2026 EDT
AI Boost Bites：使用自訂提示詞打造個人化體驗
Earned Mar 16, 2026 EDT
AI 效率提升祕訣：使用 Google 文件和雲端硬碟的內建 Gemini 進行重點摘要
Earned Mar 16, 2026 EDT
AI Boost Bites：使用 Google Workspace，掌握撰寫提示詞的專業技巧
Earned Mar 16, 2026 EDT
AI Boost Bites：使用 Gemini 輕鬆生成內容
Earned Mar 16, 2026 EDT
[DEPRECATED] AI Boost Bites: Customer insights with NotebookLM
Earned Mar 16, 2026 EDT
AI Boost Bites：Gemini Gems - 最佳行銷幫手
Earned Mar 16, 2026 EDT
Google DeepMind: 01 Build Your Own Small Language Model
Earned Mar 13, 2026 EDT
AI Boost Bites：個人意見回饋代理
Earned Mar 10, 2026 EDT
機器學習運作 (MLOps) 與 Vertex AI：模型評估
Earned Mar 9, 2026 EDT
生成式 AI 適用的機器學習運作 (MLOps)
Earned Feb 19, 2026 EST
Train more powerful models with a single GPU. In this course, you will learn how hardware can speed up model training and the key considerations when training models on a GPU. First, you will learn how to estimate the number of computations and the amount of computer memory required to train large neural networks. You will then discover techniques for reducing the computing and memory requirements when training a model. Techniques which you will apply for fine-tuning a Gemma model with 4 billion parameters. Finally, you will consider the potential environmental impacts of machine learning, with a focus on where questions of energy, water, and e-waste intersect with justice and equity.
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Unleash the power of language models with fine-tuning. In this course, you will learn how to adjust a pre-trained model to a specific task. You will start with full-parameter fine-tuning using a small language model. To tune larger models like Gemma, you will learn parameter-efficient techniques with a focus on LoRA. Finally, you will be briefly introduced to reinforcement learning as an alternative to supervised fine-tuning (SFT). You will also explore how AI is imagined and made sense of in cultural contexts. You will consider why responsible AI is not just about technical safety but also about building governance systems that reflect community values and protect the public interest.
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In this Google DeepMind course you will discover the mechanisms of the transformer architecture. You will investigate how transformer language models process prompts to make context-sensitive next-token predictions. Through practical activities you will explore the attention mechanism, visualize attention weights, and encounter advanced concepts like masked attention and multi-head attention. You will also learn other techniques that are necessary to build neural networks that are well-suited to be used as language models. Finally, through activities on values, stakeholder mapping and community engagement, you will practice concrete tools for ensuring AI projects are developed with communities, not just for them.
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In this Google DeepMind course you will focus on the training process for machine learning models. You will learn how to spot and mitigate issues when training a model, such as overfitting and underfitting. In practical coding labs, you will implement and evaluate the multilayer perceptron for simple classification tasks. This will provide insights into the mechanics of training a neural network model and the backpropagation algorithm. Research case studies will demonstrate how neural networks power real-world models. Additionally, you will consider the broader social impacts of innovation by looking beyond immediate benefits to anticipate potential risks, safety concerns, and further-reaching societal consequences.
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In this 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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這部影片說明如何使用 Gmail 內建 Gemini 管理 Google 日曆，包括在側邊面板詢問行程，以及一鍵將在電子郵件中偵測到的活動新增至日曆。
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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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這部影片將說明如何使用 Gemini Canvas 的「建立」選單，將大篇幅文字立即轉換成資訊圖表和網頁等視覺素材。
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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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這部影片將說明如何使用 Gemini Advanced 研究主題、製作簡報大綱，以及使用 Google 文件內建 Gemini 生成談話要點。
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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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這部影片說明如何使用 Gmail 內建 Gemini 撰寫新郵件草稿、調整語氣、根據雲端硬碟檔案內容回覆，以及使用智慧回覆建議。
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這部影片說明如何使用 Google 文件中的「幫我建立」功能。這項功能會參考雲端硬碟中其他檔案的內容，生成已設定格式的完整文件。
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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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這部影片說明如何使用 Gmail 內建 Gemini 歸納電子郵件重點、尋找資訊及草擬回覆，更有效率地管理收件匣。
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這部影片說明如何使用 Google 簡報內建 Gemini，自動生成會議回顧並草擬後續追蹤電子郵件，協助簡化會後流程並節省時間。
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這部影片將說明如何運用 Google 試算表中的 Gemini 進階 AI 功能，在幾分鐘內輕鬆提取資料並生成洞察，完全不需要任何技術或程式設計背景。
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這部影片將說明如何運用 Gemini Gem，以主管獨特的口吻撰寫真實自然的社群媒體貼文。瞭解如何運用寫作範例和明確指令訓練 Gem，克服擴大高階主管社群媒體影響力的難題。瞭解如何快速生成引人入勝的貼文，在節省時間的同時，強化思維領導力並確保真實性。
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這部影片將說明如何建立自己的 Brevity Gem，將雜亂的筆記或長篇文件轉化為簡潔明瞭的內容提要，方便高階主管查看。
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這部影片說明如何使用 Gemini 和 Apps Script，在 Google Workspace 中自動執行手動工作。您將學習如何提示 Gemini 生成 Apps Script 程式碼，在 Google 試算表中針對未標示為「完成」的工作，自動草擬電子郵件提醒。即使幾乎沒有技術專業知識，也能自動化工作流程，省下時間處理更重要的工作，不必再手動後續追蹤。
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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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這部影片將說明如何運用 Gemini 消除繁瑣的手動資料輸入作業。瞭解如何拍攝資料相片或螢幕截圖 (來自 PDF、紙本或圖片)，並提示 Gemini 立即將資料轉換為結構化的 Google 試算表。瞭解這個簡單的訣竅，省下無數轉錄資料的時間，讓 Gemini 成為您的個人資料輸入助理。只要拍照、輸入提示，然後匯出即可！
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這部影片將說明如何運用 AI 找出策略中的弱點和隱藏假設。您將學到「找出漏洞」法，也就是透過 AI 提示詞，輕鬆對計畫進行壓力測試，找出漏洞並強化策略思維。
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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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這部影片說明如何在 Google Workspace 中，打造個人化 Gemini 搜尋結果。可瞭解如何使用「@」符號，將文件和研究論文直接納入提示，取得更符合需求的 AI 輸出內容。
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這部影片將說明如何使用 Gemini 重點摘要 Google Workspace 中的長篇文件，助您快速取得所需資訊並節省時間。您將瞭解如何使用 Gemini 摘要整份文件或所選文字，以及如何使用 雲端硬碟內建 Gemini 總結多個檔案。
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這部影片介紹提示工程的基本概念，協助您與 AI 有效互動。學習簡單的框架 (角色、任務、情境、格式)，撰寫清晰的提示詞，讓 Gemini in Google Workspace 更快提供更優質的結果。瞭解如何使用自然語言、具體說明需求，以及透過反覆調整來獲得最佳 AI 輔助。
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這部影片將說明如何運用 Gemini 版 Google 文件的進階 AI 功能，發想點子、草擬各種行銷內容，並與團隊順暢協作。
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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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這部影片說明如何建立專屬的 Gemini Gem，運用進階 AI 功能自動處理重複性工作，大幅提升工作效率。
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In this Google DeepMind course, you will learn the fundamentals of language models and gain a high-level understanding of the machine learning development pipeline. You will consider the strengths and limitations of traditional n-gram models and advanced transformer models. Practical coding labs will enable you to develop insights into how machine learning models work and how they can be used to generate text and identify patterns in language. Through real-world case studies, you will build an understanding around how research engineers operate. Drawing on these insights you will identify problems that you wish to tackle in your own community and consider how to leverage the power of machine learning responsibly to address these problems within a global and local context.
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這部影片說明如何使用 Gemini Gem 建構個人化的「工作夥伴」代理，簡化基本意見回饋，讓會議更具策略性且更有效率。
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本課程針對評估生成式和預測式 AI 模型，向機器學習從業人員介紹相關的基礎工具、技術和最佳做法。模型評估是機器學習的重要領域，確保這類系統能在正式環境中提供可靠、準確且成效優異的結果。
學員將深入瞭解多種評估指標與方法，以及適用於不同模型類型和工作的應用方式。此外，也會特別介紹生成式 AI 模型帶來的獨特難題，並提供有效的應對策略。透過 Google Cloud Vertex AI 平台，學員將瞭解在模型挑選、最佳化和持續監控方面，該如何導入穩健的評估程序。
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本課程旨在提供必要的知識和工具，協助您探索機器學習運作團隊在部署及管理生成式 AI 模型時面臨的獨特挑戰，並瞭解 Vertex AI 如何幫 AI 團隊簡化機器學習運作程序，打造成效非凡的生成式 AI 專案。
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