Join Sign in

Apply your skills in Google Cloud console

Khushi Kannamwar

Member since 2025

Silver League

28180 points
Cloud 運算中的安全性原則簡介 Earned Jan 19, 2026 EST
Cloud 安全風險管理策略 Earned Jan 19, 2026 EST
生成式 AI 代理：實現組織轉型 Earned Dec 16, 2025 EST
生成式 AI 應用程式：徹底改變工作方式 Earned Dec 16, 2025 EST
生成式 AI：掌握幕後技術與環境 Earned Dec 16, 2025 EST
生成式 AI：瞭解基礎概念 Earned Dec 16, 2025 EST
生成式 AI：不只是聊天機器人 Earned Dec 16, 2025 EST
機器學習運作 (MLOps) 與 Vertex AI：模型評估 Earned Dec 2, 2025 EST
生成式 AI 適用的機器學習運作 (MLOps) Earned Nov 28, 2025 EST
使用 Gemini：端對端 SDLC 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

這是 Google Cloud 網路安全專業證書五堂課程中的第一堂。本課程將介紹網路安全的必要基礎，包括安全防護生命週期、數位轉型和雲端運算的重要概念。您將瞭解初級雲端資安分析師用來自動執行工作的常見工具。

Learn more

這是 Google Cloud 網路安全專業證書五堂課程中的第二堂。本課程將介紹廣泛使用的雲端風險管理架構，探討安全領域、法規遵循生命週期，以及 HIPAA、NIST CSF 和 SOC 等業界標準。您將學會識別風險、實作安全控管措施、評估法規遵循情形，以及管理資料保護作業。此外，您還將實際操作 Google Cloud 和多雲端工具，瞭解如何因應風險和法規遵循需求。本課程也納入求職和面試準備技巧，提供全方位基礎知識，協助學員瞭解並有效應對雲端風險管理的複雜現況。

Learn more

「生成式 AI 代理：實現組織轉型」是 Gen AI Leader 學習路徑的第五堂也是最後一堂課程。本課程將探討組織如何運用自訂生成式 AI 代理，解決特定的業務難題。您將動手練習建構基本的生成式 AI 代理，同時探索這類代理的各種元件，例如模型、推論迴圈和工具。

Learn more

「生成式 AI 應用程式：徹底改變工作方式」是 Generative AI Leader 學習路徑的第四門課程。本課程將介紹 Google 的生成式 AI 應用程式,例如 Gemini for Workspace 和NotebookLM,也會引導您瞭解各種概念,像是建立基準、檢索增強生成、建構有效的提示詞,以及打造自動化工作流程等。

Learn more

「生成式 AI：掌握幕後技術與環境」是 Generative AI Leader 學習路徑的第三門課程。生成式 AI 正在改變我們的工作方式,以及我們如何與周遭的世界互動。身為領導者,您要如何駕馭 AI 強大的功能,創造實際業務成果?在本課程中,您將認識建構生成式 AI 解決方案時的各個層面、Google Cloud 產品,以及選擇解決方案時應考量的因素。

Learn more

「生成式 AI: 瞭解基礎概念」是 Generative AI Leader 學習路徑的第二門課程。在本課程中,您將瞭解 AI、機器學習和生成式 AI 的差異,以及各種資料類型如何協助生成式 AI 解決業務難題,進而掌握生成式 AI 的基礎概念。您還能深入瞭解 Google Cloud 應對基礎 模型限制的策略,以及開發、部署安全且負責任的 AI 技術時面臨的主要挑戰。

Learn more

「生成式 AI：不只是聊天機器人」是 Generative AI Leader 學習路徑的第一門課程,沒有任何修課條件。本課程將帶您超越基本知識,進一步瞭解聊天機器人,探索如何在組織中充分發揮生成式 AI 的潛力。您將瞭解基礎模型和提示工程等概念,掌握善用生成式AI 的關鍵。本課程也會帶您瞭解擬定生成式 AI 策略時的多種重要考量,協助您為組織擬定出成功的策略。

Learn more

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。

Learn more

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。

Learn more

本課程介紹的 Gemini 是採用生成式 AI 技術的協作工具，可協助您透過 Google Cloud 使用 Google 產品和服務，開發、測試、部署及管理應用程式。有了 Gemini 的協助，您會學到如何開發和建構網頁應用程式、修正應用程式中的錯誤、開發測試及查詢資料。在實作研究室中，您也會體驗到 Gemini 如何改良軟體開發生命週期 (SDLC)。 Duet AI 已更名為 Gemini，這是我們的新一代模型。

Learn more

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.

Learn more

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.

Learn more

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

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

This video covers how NotebookLM's Reports feature dynamically suggests formats to help you create customized, trustworthy analyses of your documents with ease.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

This video covers how to use NotebookLM for common marketing tasks like analyzing customer feedback, conducting market research, and generating content ideas.

Learn more

This video covers how to use the Video Overviews feature in NotebookLM to automatically generate a short explainer video based on your source documents.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

This video covers how to use Gemini in Gmail to summarize emails, find information, and draft replies, helping you manage your inbox more efficiently.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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!

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

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.

Learn more

This video covers how to create your own Gemini Gems, advanced AI capabilities that can automate repetitive tasks and supercharge your productivity.

Learn more

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.

Learn more