Elements of AI
University of Helsinki
这是欧洲最受信赖的免费AI入门课程,由University of Helsinki打造,已有超过一百万人学习,提供英语及20多种(主要为欧洲)语言版本。无需编程,不必担心数学,结课后还可获得证书。如果你想平静而可靠地了解“AI究竟是什么”,这门课程就是合适的选择。
我们不自行开设课程。相反,我们会为每个级别精心挑选有用的外部课程和学习资源——从平静的初次介绍到深入的技术深度。下面的每个链接都是免费的、可以免费试听或免费旁听的,我们确认它们在今天仍然相关。
29 个结果
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University of Helsinki
这是欧洲最受信赖的免费AI入门课程,由University of Helsinki打造,已有超过一百万人学习,提供英语及20多种(主要为欧洲)语言版本。无需编程,不必担心数学,结课后还可获得证书。如果你想平静而可靠地了解“AI究竟是什么”,这门课程就是合适的选择。
Andrew Ng
发布多年后,这仍然是帮助不学编程的人理解AI最清晰的入门课程。没有数学公式、专业术语和夸张宣传——学完后,你将能够围绕AI项目进行有见地的交流。
这是最务实、最贴近职场的入门课程。Andrew Ng的“AI for Everyone”帮助你建立思维模型,而Google的课程则告诉你明天早上具体可以做什么——加快日常任务、起草内容和开展头脑风暴。无需任何编程基础,包含五个简短模块,其中有一章至关重要的负责任使用内容。
Google Cloud
Google's own answer to 'what is generative AI, actually' — the non-technical counterpart to Elements of AI, aimed explicitly at sales, HR, marketing, and operations roles rather than engineers. Forty-five minutes to a real mental model of how generative AI differs from classic machine learning, with no code and no jargon.
The Google Workspace mirror image of our Copilot gap: a fast, official, no-cost path to using Gemini inside Gmail, Docs, Sheets, Slides, Meet, and Drive. Thirty minutes is honest about the scope — this is an orientation, not mastery — which is exactly right for someone who just got Gemini turned on in their inbox and wants to know where to start.
Microsoft Learn
The single highest-intent query we don't answer: 'how do I actually use Copilot at work.' This is Microsoft's own free learning path, walking through real Copilot workflows in Word, Excel, PowerPoint, Teams, and Outlook rather than abstract AI theory — exactly the on-ramp an office worker with a Microsoft 365 subscription needs.
Andrew Ng
你将在课程中花时间实际使用LLM,学习有意识地设计提示词,并判断生成式AI在哪些场景确实有用、在哪些场景反而会成为陷阱。课程讲解沉稳、不炒作,是从“我用过一次ChatGPT”进阶到“我每天都能自信地使用它”的理想桥梁。
Dr. Jules White
这是从“我在浏览器标签页中使用ChatGPT”进阶到“我的AI在我睡觉时处理收件箱”的最清晰路径。这套围绕Zapier构建的专项课程包含三门课程,无需Python。学完后,你将能构建智能体,让它们汇总电子邮件、更新电子表格,并在满足条件时触发工作流。
Brenna Zenaty, Adriti Gulati
Closes our biggest vertical blind spot: nothing in the catalog spoke directly to support and customer-success teams. HubSpot Academy is free, well-produced, and refreshingly concrete — it walks through AI-assisted ticket triage and a knowledge-base agent rather than staying abstract, and the certificate is free too, not a paywall bait-and-switch.
Crystal King and HubSpot Academy
The marketing vertical gap, filled by a genuinely free, well-instructed course rather than a paywalled Udemy clone. It's honest about limitations and ethics (a full lesson on bias, transparency, and IP) instead of just cheerleading AI content generation, which matches our editorial standard better than most 'AI for marketers' filler out there.
Robert Flemister
Sales is the other vertical we had nothing for. This is short by design — two lessons, 36 minutes — and stays concrete: lead scoring, AI-drafted outreach at scale, and deal-risk signals, rather than a vague promise that 'AI will transform your pipeline.' A quick, credible entry point for individual reps, not just sales-ops leadership.
Dr. Jules White
这是DeepLearning.AI短期课程的学术型补充:方法同样严谨,但学习周期更长,面向不会编程的人。Dr. White将提示词设计讲解为一组可复用的模式(请求输入、扩展大纲、事实核查清单、菜单操作),而不是零散技巧。学完后,你会像设计师一样设计LLM提示词,而不再依靠猜测。
UC Davis Continuing and Professional Education faculty
Fills the writing/productivity vertical with something better than a prompt-pack listicle: a university course that treats AI-assisted writing as a craft — audience, purpose, and tone come before the prompt, and a full module is devoted to intellectual-property and ethics questions that most 'write faster with ChatGPT' courses skip entirely.
Isa Fulford · Andrew Ng
用90分钟获得相当于一年实践积累的直觉。如果你已经开始编写调用LLM的代码,或正准备这样做,这是目前网上最高效的课程,能帮你弥合“试用ChatGPT”和“交付一项调用LLM的功能”之间的差距。
Anthropic Academy
MCP正在悄然取代AI工具生态中为单一用途开发的工具集成。请直接向标准的创建者学习。学完后,你将构建并部署自己的MCP服务器,把一个LLM客户端连接到该服务器,并理解为何这项标准堪称该领域最接近USB-C的方案。
Jerry Liu
朴素RAG(向量搜索 → 填入提示词)通常最先上线,也最快令人失望。这门短课将向你展示升级方案:让智能体规划检索、选择工具、比较来源,并回答涉及多份文档的问题。课程仅需2小时,所学内容可立即应用于真实产品。
João Moura (Founder, CrewAI)
Doubles as our sales and customer-support vertical pick and a genuinely practical agent-building course: you build an agentic sales pipeline (lead scoring, personalized outreach) and a customer-support data-insights pipeline as two of the five hands-on projects, taught by CrewAI's own founder. Requires basic Python, so it sits with our other builder-track courses rather than the no-code picks.
Hugging Face
这是目前最清晰的开源智能体系统课程。它以工程师实际评估的三个框架(smolagents、LlamaIndex、LangGraph)为核心,而不是局限于某一家厂商的技术栈。课程以一项基准测试作业和公开排行榜收尾,让你的团队能以可验证的方式检验学习成果。
Harrison Chase
上下文窗口失忆问题会让大多数智能体到了第二天就显得健忘又迟钝。这门课程讲授解决该问题的LangMem模式,包括情景记忆、程序性记忆和语义记忆,使智能体无需让提示词臃肿,就能跨会话记住用户偏好和过往交互。
Microsoft Learn
Prompt engineering, but for the tool most office workers will actually touch first. Microsoft's own four-part prompting framework (goal, context, source, expectation) is a genuinely useful mental model, and unlike the generic ChatGPT prompting courses already in our catalog, this one is grounded entirely in Microsoft 365 Copilot's specific quirks and grounding behavior.
Salesforce Trailhead
The no-code agent-building course our intermediate tier was missing — every existing intermediate pick (LangChain, LlamaIndex, LangGraph, Hugging Face) assumes you can write Python. This one has you configure a real customer-service agent by describing what you want in plain language inside Agentforce Builder, no code required, on Salesforce's own free Trailhead platform.
Antje Barth · Shelbee Eigenbrode · Mike Chambers · Chris Fregly
当实践者问“如果我想认真学习如何使用LLM构建应用,应该选什么课程?”时,这门课就是答案。它在数学层面保持严谨,但不会读起来像研究论文;即使你永远不会使用SageMaker,其中偏AWS风格的部署章节仍然实用。
AWS Training and Certification
A cloud-vendor-specific complement to the Macquarie specialization: AWS's own Generative AI Security Scoping Matrix, OWASP Top 10 for LLMs, and MITRE ATLAS, walked through governance, legal, and compliance controls for five different AI deployment scopes — from consumer apps to self-trained models. Not GDPR-specific, but a genuinely practical advanced pick for teams whose AI workloads actually run on AWS and need concrete data-governance and compliance controls, not just theory.
Emory University Goizueta Business School faculty
The deeper, university-level counterpart to our beginner HubSpot marketing pick — Emory's business-school treatment goes past 'how to prompt' into training generative models for brand-specific output, the purchase-funnel economics of AI-generated content, and a full module of genuine skepticism about when generative AI is and isn't worth using in marketing.
IBM AI Academy
这是生成式AI时代对高管战略问题的解答。三门短课直接面向企业领导者,无需技术背景,内容涵盖生成式AI在何处创造价值、如何负责任地治理它,以及如何把模糊的“我们应该使用AI”转化为具体且站得住脚的用例。约700条评价的综合评分为4.6分。最适合在你下一次作出AI预算决策前学习。
Macquarie University Cyber Security Hub faculty
The advanced, most explicitly on-target answer to our GDPR × AI gap: a three-course specialization from Macquarie University's Cyber Security Hub that goes from GDPR/CCPA fundamentals and privacy-by-design, through privacy impact assessments, to a dedicated third course on securing AI systems against adversarial attacks and model leakage. Genuinely bridges 'GDPR compliance' and 'AI security' rather than treating them as separate topics.
Microsoft Copilot Studio team
The deeper, production-minded counterpart to our beginner no-code pick: a free, open-source, rank-based curriculum that takes you from zero Copilot Studio experience through MCP integrations and multi-agent orchestration, all without writing traditional code. It's the no-code answer to 'now I want to go further than a quick-start,' which our catalog didn't have.
CyberSuite
少有的真正为法案适用对象编写的《人工智能法案》课程:它面向采用AI的中小企业,而不是开发AI的实验室。课程托管在欧盟委员会自有的技能平台上,将法律层面的角色、义务和风险分类,与大多数合规课程忽略的安全问题(提示词注入、数据泄露、供应商尽职调查)结合起来。对于部署AI的爱沙尼亚中小企业,这是切实可行的起点。
Merve Hickok
很少有课程能在同一处概览美国、欧盟和G7(七国集团)的监管格局,这门课做到了。对于希望在多个司法辖区推出产品、同时避免承担隐性法律风险的合规负责人和产品领导者而言,它很实用。配合“Secure AI Adoption for SMEs: Cybersecurity and the EU AI Act”课程学习,可以补充欧洲特有的细节。
这些链接指向第三方学习提供商和官方资源。我们与它们之间没有商业关系——我们推荐每一个,因为它满足了明确的学习需求。