Access to AI is now universal in law - AI fluency is not. This human-generated guide brings together the best courses, certifications, and learning resources we found for legal professionals, organized by source. Resources linked here are free unless noted otherwise.

Start here: the essentials

Resources to get you started on the basics from a tech and legal perspective:

• This guide - Take a sip from your favorite beverage and scroll to see what's out there.
• AI Terms Legal Professionals Should Know - A Practical Glossary - Core AI terms in plain English.
• CS50 for Lawyers (Harvard) - Tech fundamentals through a legal lens. Free to audit ($299 cert).
• AI for Everyone (Andrew Ng) - The canonical non-technical “what AI can and can't do” course. Free to audit.
• AI Fluency: Framework & Foundations (Anthropic) - A ~3-hour, tool-agnostic framework for working well with AI. Free.
• Generative AI: the essentials (Law Society) - A plain-English overview of opportunities and risks, written for lawyers. Free.
• Legal Risks with GenAI (Mark Lemley, Stanford) on what the rise of AI means for the future of creative work.
• Prompt Engineering for ChatGPT (Vanderbilt) - The single most useful skill for any AI tool. Free to audit.

From the companies building AI

Materials made available by the biggest players in AI:

• Anthropic
  • Claude 101 - A beginner course on using Claude for everyday work.
  • Anthropic Academy - Free courses on Claude, the API, and AI fluency.
  • Anthropic Courses (GitHub) - Hands-on notebooks: an interactive prompt-engineering tutorial, real-world prompting, and tool use. Free.
  • Claude for Legal Workshop (April 21 Webinar) - Live demos of AI handling contract review, NDA triage, and drafting, plus a Q&A on privilege and security.
• AWS / Amazon
  • Foundations of Prompt Engineering - principles, techniques, and best practices for designing effective prompts
• Google
  • Machine Learning Crash Course - A practical ML intro with exercises. Free.
  • Write Better Prompts for Gemini - Google's practical prompting guide with role-based examples. Free.
• IBM
  • IBM SkillsBuild: Artificial Intelligence - Free AI courses with digital credentials.
• Meta
  • Building with Llama 4 - Meta-built course on multimodal, long-context apps. Free.
• Microsoft
  • Career Essentials in Generative AI (Microsoft + LinkedIn) - ~4 hours, with certificate. Free.
  • AI for Beginners - An open 12-week, 24-lesson AI curriculum with practical lessons, quizzes, and labs
  • Generative AI for Beginners - 21 hands-on lessons building GenAI apps (prompting, RAG, agents). Free.
  • AI Agents for Beginners - 12 lessons on building AI agents - the fast-emerging frontier. Free.
• OpenAI
  • OpenAI Academy - Free courses and workshops organized by role.
  • ChatGPT Prompt Engineering for Developers - OpenAI-built course on prompting fundamentals. Free.

Built for lawyers: courses, certificates & programs

Resources from some of the most prestigious and tech-forward educational institutions:

• Free to take or audit
  • Univ. of Michigan - AI for Lawyers and Other Advocates - A four-course, skills-based series for advocates. Free to audit.
  • Coursera - AI for Legal Professionals - Contract analysis, research, e-discovery, and compliance. Free to enroll.
  • Lund University - AI & Law - How AI affects law-making, IP, and rights. Free to audit.
  • National Yang Ming Chiao Tung University - AI for Legal Professionals (I): Law and Policy and (II): Tools for Lawyers - Policy, governance, and Python/ML tools for legal work. Free to audit.
  • Open University (UKRI) - AI Law and Legal Training - Eight free short courses on responsible GenAI in legal settings; badges. Free.
  • InnovateUS - Responsible AI for Public Sector Legal Professionals - Self-paced, safe and responsible GenAI use for government lawyers. Free.
  • Clio - Legal AI Fundamentals Certification - ~2.5 hours with a completion certificate. Free.
  • Univ. of Helsinki - Elements of AI - Plain-language fundamentals, no math or code. Free, with certificate.
• Paid programs (executive & certificate)
  • Stanford Law - AI Strategy for Legal Leaders - For GCs and CLOs: governance and enablement. Paid.
  • Berkeley Law - GenAI for the Legal Profession (~5 self-paced hours; MCLE) and the Berkeley Law AI Institute (three-day executive program). Paid.
  • USC Gould - AI in Law: Strategy, Practice & Innovation (self-paced; MCLE) and the Law and Artificial Intelligence Certificate (graduate certificate). Paid.
  • eCornell - AI Law and Policy Certificate - Online certificate on AI’s legal and ethical implications. Paid.
  • Northwestern Law - AI and the Business of Law - Interdisciplinary CLE on AI’s impact on practice. Paid.
  • Bucerius (Germany) - Summer Program in AI, Legal Tech & Operations - Three-week program. Paid.

Free CLE & bar resources

Continuing-education credit and practical toolkits from bar associations and professional bodies - free, and often built by lawyers for lawyers:

• ABA - Ethical Frontiers: Generative AI in Practice - On-demand ethics CLE; free to members.
• State Bar of Texas - AI Toolkit - First state-bar AI toolkit with guidance and forms. Free.
• ISBA / ARDC - Illinois Attorney’s Guide to Implementing AI - Guide and kit for responsible adoption. Free.
• Law Society of Ireland - MOOC on AI and the Law - Free public MOOC from the professional body; CPD hours. Free.
• Law Society (England & Wales) - AI and Lawtech hub - Guides, webinars, and practice notes on AI in legal work. Free.
• Florida Bar (LegalFuel) - Free CLE library - 100+ hours of on-demand CLE (no registration), including a generative-AI track. Free.

Go deeper: university foundations

Ready to look under the hood? The same foundational courses that train working AI engineers and researchers:

• MIT
  • 6.S191: Introduction to Deep Learning - A punchy, current crash course covering LLMs. Free.
  • 6.034: Artificial Intelligence - Classic AI: search, knowledge, learning. Free.
• Stanford
  • CS229: Machine Learning - Rigorous graduate ML with public notes. Free.
  • CS224N: NLP with Deep Learning - The deep-learning-for-language course. Free.
• DeepLearning.AI
  • Machine Learning Specialization (with Stanford) - Andrew Ng’s foundational ML series. Free to audit.
  • Generative AI for Everyone - Ng’s accessible intro to generative AI. Free to audit.
• Harvard - CS50’s Introduction to AI with Python - Hands-on AI foundations in Python. Free to audit.
• Oxford (Saïd) - Oxford Artificial Intelligence Programme - Six-week executive programme. Paid.
• Imperial College London - Mathematics for Machine Learning - The math foundations of ML. Free to audit.
• Univ. of Maryland (Smith) - AI and Career Empowerment Certificate - A free 10-module AI-literacy certificate.
• fast.ai - Practical Deep Learning for Coders - Hands-on, top-down deep learning. Free.
• Kaggle - Kaggle Learn - Short, practical courses in ML and data science. Free.
• edX - Artificial Intelligence courses - AI courses from Harvard, MIT, IBM, and more. Free to audit.

Dig into the code: open repos, datasets & benchmarks

The legal-tech role is getting more technical every quarter. These open-source hubs, datasets, and benchmarks are where the actual building (and testing) happens - worth a bookmark even if you never write a line of code:

• Curated learning-resource repositories
  • AI / ML / DL Learning Resources Hub - An end-to-end, beginner-to-advanced roadmap: books, courses, papers, tools, and career tracks for AI, ML, LLMs, RAG, and MLOps. Free.
  • LLM Course (Maxime Labonne) - One of the most popular free LLM roadmaps, with Colab notebooks and Scientist/Engineer tracks. Always free.
  • Awesome Legal NLP (Maastricht Law & Tech Lab) - A curated, regularly updated map of legal NLP datasets, models, benchmarks, surveys, and conferences. Free.
  • Awesome LegalAI Resources - A broad collection of legal-AI data and tools for building intelligent justice systems. Free.
  • Awesome LegalTech - Open-source platforms, AI models, datasets, and tools across the global legal ecosystem. Free.
  • Legal ML Datasets (Neel Guha) - A focused collection of datasets and tasks for legal machine learning. Free.
• Benchmarks: how good is AI at legal reasoning, really?
  • LegalBench - A collaboratively built benchmark of 162 legal-reasoning tasks; the code is on GitHub. Free.
  • CaseHOLD (Stanford RegLab) - 53K multiple-choice questions on US case holdings. Free.
  • LexGLUE - A benchmark suite for legal language understanding across multiple tasks. Free.
• Open datasets & corpora
  • CUAD (Atticus Project) - 510 contracts expert-annotated across 41 clause types; the gold standard for contract-review research. Free.
  • Pile of Law - ~256GB of open US legal and administrative text used to train legal language models. Free.
  • Awesome Legal Data - A directory of open corpora and datasets for legal text processing. Free.
• Free primary-law access
  • Caselaw Access Project (Harvard Library Innovation Lab) - 6.7M+ US cases spanning 360 years, free via bulk data and API. Free.
  • CourtListener (Free Law Project) - 9M+ decisions, oral-argument audio, PACER dockets via RECAP, and judge data. Free.
  • Free Law Project - The nonprofit behind CourtListener, RECAP, and Bots.law; open legal data for everyone. Free.

Know the rules: ethics & professional responsibility

Your duties of competence, confidentiality, and candor haven’t changed - but applying them to AI takes work. The essential guidance:

• American Bar Association
  • Formal Opinion 512 - The first ABA ethics opinion on generative AI. Start here. Free.
  • Task Force on Law and AI - Reports, resources, and webinars. Free.
• State Bar of California
  • Practical Guidance for Generative AI - AI use mapped to ethical duties. Free.
  • Ethics & Technology Resources - A standing hub of opinions and guidance on tech in practice. Free.
• New York State Bar
  • Task Force on AI Report - Comprehensive report on risks and guidelines. Free.
  • Committee on AI and Emerging Technologies - Standing committee on AI’s impact. Free.
• Florida Bar - Ethics Opinion 24-1 - Guidance on confidentiality, competence, and billing. Free.
• New Jersey Supreme Court - Preliminary Guidelines on AI Use - Interim ethics guidance for lawyers. Free.
• Pennsylvania / Philadelphia Bar - Joint Formal Opinion 2024-200 - Joint AI ethics opinion summary. Free.

Standards & governance frameworks

The reference documents behind every AI governance policy you’ll be asked to draft or review:

• NIST - AI Risk Management Framework (AI RMF) - The voluntary US framework (Govern, Map, Measure, Manage) that’s become the common language for trustworthy AI; see also the Trustworthy & Responsible AI Resource Center and its Generative AI Profile. Free.
• European Union - EU AI Act Explorer - A free, navigable version of the full text with an interactive compliance checker. Free.
• Council of Europe - Framework Convention on AI - The first legally binding international treaty on AI, human rights, and the rule of law. Free.
• White House (OSTP) - Blueprint for an AI Bill of Rights - Five principles for automated systems; foundational reference (archived). Free.
• OECD - OECD.AI Policy Observatory - A global tracker of national AI policies, principles, and incidents. Free.
• ISO/IEC - ISO/IEC 42001 (AI management systems) - The first certifiable AI management standard; overview is free, full text paid.

AI in the courtroom & the rule of law

What happens when AI meets the bench: the cautionary tales, the trackers, and the guidance shaping judicial use:

• Damien Charlotin
  • AI Hallucination Cases Database - 1,300+ catalogued cases of AI fabrications in filings. Free.
  • AI Evidence Database - A companion tracker on AI-generated evidence disputes. Free.
• US Supreme Court - 2023 Year-End Report on the Federal Judiciary - Chief Justice Roberts on AI’s promise and limits for the courts. Free.
• UNESCO
  • AI & the Rule of Law: Capacity Building for Judicial Systems - Free MOOC for judges and legal operators.
  • Artificial Intelligence and the Rule of Law MOOC (with The Future Society & NJC) - Six-module, multilingual course. Free.
  • AI and the Rule of Law (with Oxford) - A new free global course for judicial operators and legal professionals. Free.
  • Judges’ Initiative & AI hub - Judiciary toolkit and capacity-building resources. Free.
• Stanford (RegLab & HAI) - “Hallucination-Free?” study - Legal-research tools hallucinate 17–33% of the time. Free.
• National Center for State Courts - AI Resources for Courts - Guidance, sandbox, and policy resources. Free.
• Thomson Reuters Institute - AI in Courts Resource Center - Hub on AI’s impact on judicial systems. Free.
• Law360 Pulse - Judicial AI Orders Tracker - Tracks federal standing orders on AI in filings. Free.
• RAILS - Responsible AI in Legal Services - Duke-hosted network developing responsible-AI standards. Free.

Research centers & labs at the law-and-AI frontier

Where the academy is working out what law and AI mean for each other:

• Stanford
  • CodeX - Center for Legal Informatics - Computational-law research, projects, and FutureLaw. Free.
  • Stanford Law AI Initiative - Cross-school hub for AI research and teaching. Free.
• Georgetown Law
  • AI and the Legal Profession (GAILP) - Research and events on AI in practice. Free.
  • Institute for Technology Law & Policy - Programming at law, policy, and tech. Free.
• Vanderbilt - AI Law Lab (VAILL) - Workshops, CLEs, and research on AI in practice. Free.
• Suffolk Law - Legal Innovation & Technology (LIT) Lab - Experiential legal-tech lab and open tools. Free.
• Duke Law - Center on Law & Technology - Courses and a Tech Lab for tech-driven practice. Free.
• Harvard - Berkman Klein Center for Internet & Society - Foundational research on AI, law, and society. Free.
• MIT - MIT Computational Law Report - Research and writing at the intersection of law and computation. Free.
• Maastricht - Law & Tech Lab - The interdisciplinary lab behind Awesome Legal NLP; open datasets and code. Free.
• Oxford - Oxford Internet Institute - Leading research on the legal, ethical, and social dimensions of AI. Free.
• NUS (Singapore) - TRAIL - Research centre on technology, robotics, AI, and law. Free.

Curated meta-lists & trackers

Prefer one directory to bookmark? These curators do the collating for you:

• CodeX TechIndex (Stanford) - A searchable directory of 3,000+ legal-technology tools and companies. Free.
• Jurvantis.ai - AI in the Law - Directories, scholarship, and analysis across legal practice. Free.
• Free AI Upskilling Resources for Lawyers (Scale Up Counsel) - A 2026 compendium of free legal-AI training. Free.
• Legal Tech Education Guide (Artificial Lawyer) - A regularly updated directory of legal-tech courses. Free.
• LawSites Resources Hub - A library of legal-tech guides and AI resources by topic. Free.
• Generative AI Tools & Resources for Law Students (UC Davis Mabie Law Library) - A regularly updated research guide. Free.
• AI Tools for Legal Work (ABA) - An overview of major AI assistants for lawyers. Free.
• Stanford HAI AI Index Report - The most-cited annual data report on the state of AI. Free.

Stay current: podcasts

For the commute or the gym - the shows worth a subscription:

• AI and the Future of Law (PLI) - McCormack & Leonard; the best lawyer-focused starting point. Free.
• LawNext (Bob Ambrogi) - Interviews with legal-innovation leaders. Free.
• Stanford Legal - Stanford scholars on timely legal questions. Free.
• The Road to Accountable AI (Wharton) - Kevin Werbach on responsible AI. Free.
• The Geek in Review - Lambert & Gebauer on legal innovation. Free.
• Lawyerist Podcast - Practice, tech, and innovation for small and solo firms. Free.
• Technically Legal - Interviews with legal-tech innovators. Free.
• Notes to My (Legal) Self - Innovation insights for in-house counsel. Free.

Stay current: newsletters & blogs

Keep the signal coming - the blogs and newsletters we actually read:

• Artificial Lawyer - Daily legal-tech and AI news and analysis. Free.
• LawSites (Bob Ambrogi) - Award-winning legal-technology blog. Free.
• Adam’s Legal Newsletter (Adam Unikowsky) - Sharp, experiment-driven writing on AI and the courts from a Supreme Court advocate. Free.
• LegalTechLIVE (Rishwain & Zumout) - Independent interviews and coverage of the people and tools reshaping legal tech and AI. Free.
• Legaltech Hub - Legal-tech directory plus market insights. Free/Paid.
• Stanford CodeX Blog - Computational-law research and commentary. Free.
• AI Law Librarians - Law librarians on AI in practice. Free.
• ABA Journal - The profession’s news outlet, with strong legal-tech coverage. Free.
• Thomson Reuters Institute - Analysis on legal AI trends. Free.
• Bloomberg Law AI hub - AI coverage and resources for legal teams. Free/Paid.
• AI Snake Oil (Narayanan & Kapoor, Princeton) - A clear-eyed corrective to AI hype, useful for spotting overclaims. Free.